{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Integrating scATAC-seq data using SCALEX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following tutorial demonstrates how to use SCALEX for *integrating* scATAC-seq data. \n",
    "\n",
    "There are two parts of this tutorial:\n",
    "\n",
    "* **Seeing the batch effect.** This part will show the batch effects of two adult mouse brain datasets from single nucleus ATAC-seq (snATAC) and droplet-based platform (Mouse Brain 10X) that used in SCALEX manuscript.\n",
    "* **Integrating data using SCALEX.** This part will show you how to perform batch correction using [SCALEX](https://scalex.readthedocs.io/en/latest/api/scalex.SCALEX.html#scalex.SCALEX) function in SCALEX."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scalex\n",
    "from scalex.function import SCALEX\n",
    "from scalex.plot import embedding\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import episcanpy as epi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scanpy==1.6.1 anndata==0.7.5 umap==0.4.6 numpy==1.20.1 scipy==1.6.1 pandas==1.1.3 scikit-learn==0.23.2 statsmodels==0.12.0 python-igraph==0.8.3 louvain==0.7.0 leidenalg==0.8.3\n"
     ]
    }
   ],
   "source": [
    "sc.settings.verbosity = 3             \n",
    "sc.settings.set_figure_params(dpi=80, facecolor='white',figsize=(3,3),frameon=True)\n",
    "sc.logging.print_header()\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.10.1'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.2.0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scalex.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seeing the batch effect"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following data has been used in the [SnapATAC](https://www.nature.com/articles/s41467-021-21583-9) paper, has been used here, and can be downloaded from [here](http://zhanglab.net/scalex-tutorial/mouse_brain_atac.h5ad)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On a unix system, you can uncomment and run the following to download the count matrix in its anndata format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! wget http://zhanglab.net/scalex-tutorial/mouse_brain_atac.h5ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 13746 × 479127\n",
       "    obs: 'batch'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_raw=sc.read('mouse_brain_atac.h5ad') \n",
    "adata_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the batches contained in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "snATAC    9646\n",
       "10X       4100\n",
       "Name: batch, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_raw.obs.batch.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data processing procedure is according to the epiScanpy tutorial [[Buenrostro_PBMC_data_processing]](https://nbviewer.jupyter.org/github/colomemaria/epiScanpy/blob/master/docs/tutorials/Buenrostro_PBMC_data_processing.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtered out 11140 genes that are detected in less than 5 cells\n",
      "normalizing counts per cell\n",
      "    finished (0:00:00)\n",
      "computing PCA\n",
      "    with n_comps=50\n",
      "    finished (0:01:46)\n",
      "computing neighbors\n",
      "    using 'X_pca' with n_pcs = 50\n",
      "    finished: added to `.uns['neighbors']`\n",
      "    `.obsp['distances']`, distances for each pair of neighbors\n",
      "    `.obsp['connectivities']`, weighted adjacency matrix (0:00:14)\n",
      "computing tSNE\n",
      "    using 'X_pca' with n_pcs = 50\n",
      "    using the 'MulticoreTSNE' package by Ulyanov (2017)\n",
      "    finished: added\n",
      "    'X_tsne', tSNE coordinates (adata.obsm) (0:01:35)\n",
      "computing UMAP\n",
      "    finished: added\n",
      "    'X_umap', UMAP coordinates (adata.obsm) (0:00:09)\n",
      "running Leiden clustering\n",
      "    finished: found 25 clusters and added\n",
      "    'leiden', the cluster labels (adata.obs, categorical) (0:00:01)\n"
     ]
    }
   ],
   "source": [
    "epi.pp.filter_cells(adata_raw, min_features=1)\n",
    "epi.pp.filter_features(adata_raw, min_cells=5)\n",
    "adata_raw.raw = adata_raw\n",
    "adata_raw = epi.pp.select_var_feature(adata_raw,\n",
    "                                      nb_features=30000,\n",
    "                                      show=False,copy=True)\n",
    "adata_raw.layers['binary'] = adata_raw.X.copy()\n",
    "epi.pp.normalize_total(adata_raw)\n",
    "adata_raw.layers['normalised'] = adata_raw.X.copy()\n",
    "epi.pp.log1p(adata_raw)\n",
    "epi.pp.lazy(adata_raw)\n",
    "epi.tl.leiden(adata_raw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We observe a batch effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 304
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata_raw,color=['leiden'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 288
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata_raw,color=['batch'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 13746 × 30076\n",
       "    obs: 'batch', 'nb_features', 'leiden'\n",
       "    var: 'n_cells', 'prop_shared_cells', 'variability_score'\n",
       "    uns: 'log1p', 'pca', 'neighbors', 'umap', 'leiden', 'leiden_colors', 'batch_colors'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'binary', 'normalised'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Integrating data using SCALEX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The batch effects can be well-resolved using SCALEX."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "Here we use GPU to speed up the calculation process, however, you can get the same level of performance only using cpu.    \n",
    "\n",
    "</div>  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:21:45,161 - root - INFO - Raw dataset shape: (13746, 479127)\n",
      "2021-03-30 20:21:45,166 - root - INFO - Preprocessing\n",
      "2021-03-30 20:21:45,639 - root - INFO - Filtering cells\n",
      "2021-03-30 20:21:47,224 - root - INFO - Filtering features\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtered out 11140 genes that are detected in less than 5 cells\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:21:49,461 - root - INFO - Finding variable features\n",
      "2021-03-30 20:21:51,582 - root - INFO - Normalizing total per cell\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "normalizing counts per cell\n",
      "    finished (0:00:00)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:21:51,690 - root - INFO - Batch specific maxabs scaling\n",
      "2021-03-30 20:22:16,926 - root - INFO - Processed dataset shape: (13746, 30076)\n",
      "2021-03-30 20:22:17,234 - root - INFO - model\n",
      "VAE(\n",
      "  (encoder): Encoder(\n",
      "    (enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=30076, out_features=1024, bias=True)\n",
      "          (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          (act): ReLU()\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (mu_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (var_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (decoder): NN(\n",
      "    (net): ModuleList(\n",
      "      (0): Block(\n",
      "        (fc): Linear(in_features=10, out_features=30076, bias=True)\n",
      "        (norm): DSBatchNorm(\n",
      "          (bns): ModuleList(\n",
      "            (0): BatchNorm1d(30076, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "            (1): BatchNorm1d(30076, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          )\n",
      "        )\n",
      "        (act): Sigmoid()\n",
      "      )\n",
      "    )\n",
      "  )\n",
      ")\n",
      "Epochs: 100%|██████████| 141/141 [10:53<00:00,  4.63s/it, recon_loss=992.783,kl_loss=3.643]   \n",
      "2021-03-30 20:33:17,866 - root - INFO - Output dir: ATAC_output//\n",
      "2021-03-30 20:33:22,489 - root - INFO - Plot umap\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing neighbors\n",
      "    finished: added to `.uns['neighbors']`\n",
      "    `.obsp['distances']`, distances for each pair of neighbors\n",
      "    `.obsp['connectivities']`, weighted adjacency matrix (0:00:03)\n",
      "computing UMAP\n",
      "    finished: added\n",
      "    'X_umap', UMAP coordinates (adata.obsm) (0:00:09)\n",
      "running Leiden clustering\n",
      "    finished: found 16 clusters and added\n",
      "    'leiden', the cluster labels (adata.obs, categorical) (0:00:01)\n",
      "WARNING: saving figure to file ATAC_output/umap.pdf\n"
     ]
    }
   ],
   "source": [
    "adata=SCALEX('mouse_brain_atac.h5ad',batch_name='batch',profile='ATAC',\n",
    "            min_features=1, min_cells=5, n_top_features=30000,outdir='ATAC_output/',show=False,gpu=8) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 13746 × 30076\n",
       "    obs: 'batch', 'n_genes', 'leiden'\n",
       "    var: 'n_cells', 'prop_shared_cells', 'variability_score'\n",
       "    uns: 'neighbors', 'umap', 'leiden', 'batch_colors', 'leiden_colors'\n",
       "    obsm: 'latent', 'X_umap'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While there seems to be some strong batch-effect in all cell types, SCALEX can integrate them homogeneously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.settings.set_figure_params(dpi=80, facecolor='white',figsize=(3,3),frameon=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 297
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['leiden'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+fKGv9dOl8LnxG3bs2u76wCqYZScSSCtMQ/nR30ssFiFEyZEkSIibyEe9AvEsyFiWXCgKbDlygT8PXHFhVBXPHYEJpGMs0DJKKmBVVbh2pMTjEkK4liRBQtxMdPpiVzFCv4Gev3eA2fdU2sUAW25+Gj8lpUBjghRAlxpL2vcDSjwuIYRrSRIkxM3EtybU7lisKobrN+CtJsL5zXBqtWviqmjcfQp9iZspFv553fWxCCFKjCRBQtxMds8Ca9G6w8wZ20R4KGbtgJsPVG/hqsgqlvaPF/oSBVC3fUFqYqzLwxFClAxJgoS4WcRHwMrJcHlnkS5PUj2znrR/DMu4baT41nVNbBWNTk+ew4EMnk4PK8Abv2wriYiEECVAkiAhbhYRB4p1ub8uGQBV0XMjpDNXvuzL1nd68cu2E66IrsL4fvNZjv3xKdmHA6UpHllP/GraHlqzvY0mR10oweiEEK4kSZAQNwtrPts8FFAMfiSu+D9qqxH00u/l6tZ5Lqm3IkhJt/DeymMcNYU4HI+0+jHCfwE8vBR6v+3QXaZrcCeqor2VqsCLNQ/AojHw23hITy7N8IUQhSQrRgtxs/CvU+wq0tGzOL0Td+u3274idfe7Vux6Kwp3g466Vb15MWoc1XSJtNOdYLfSjPG6l/igZ1NoWBMa3gXRpyFiP+iNcOcrKN92hZQbKEDtMz9nVRh9Cp74p6xejhAiH5IECXGzOPZnsatww8KTxpVEq762Y63bdS52vRWFTqfw67hObD0dRb06f+NVxYtuwCH7QlGnYEY3MCVDy5HgHwo9X4UVkyH7SKLLe7RuyhqtSu9FCCEKTLrDhLhZHPrVZVX5kET8Ha/CPZ9Du0dcVm9FEOTjzr2taxFaxct5gasHtQQI4OIO7f8dnoCuL+Qsq5rh+15wZV/JBCuEKBZpCRLiZpEe77Kqot3rUrPXiy6r76bSqC/U7QrXDkP3KVnHe7wCXkFw6h84uz7ruCUdZt4Fde+ApgPhtrGlH7MQwilFVQuyMHzFExoaCsClS5fKOBJRbKoKBxcBKrQYATppwHTq6DLURaNyzGoqinSvGriF3AL3Tpcd0gvLYoad38H6D5wnpjo93DoYhn5fwG3qRSZ5XxeuJp8monyzmGD1G/Dbk/DbU7B1allHVH7dOgi1mP+kM78SuSVHwLmNsPkzABLTzOwNjyHVZClulDc/vQE6PQP3TXd+3mqBw4sh5lzpxiWEyEG6w0T5ZbXA1520GTaZYi+WXTzlXXoSFv8wdHHni1xFjoaJcxtJTTcx6KutnL2eRJuwAJY+3RlFWjDyd0tfqFIXYs5rz71DwM1LS36CbtG2OBFClClJgkT5k3AVVr0Gh7MN9K3TBbr9t2xiqgjWv4+xGAmQUzfOcO3cIc5e1zZS3RceS2KaGV8Po2vvczMyuMP4nVriHhAGBjdt3aCrB6HarWD0yL+OciQ2OZ2FO8NpFOLLXU1D8r9AiApAkiBRflhMcOR3WPqE8/MRh2DXj9DpafCuWqqhVQhWc4lUW9tHoX/z6qw6cpUHbguTBKgwDO4Q1DDruZsXhBVvg9uy0umDtaSYtH3phrapyacj25RxREIUn4wJEuXHotG5J0CgDTLd8j/4vDmkxpVeXBWBqkJgAwhuUuyqrCqkqhl7Z4W2R3d+E9/08+fMKDPvJbwGGz+C2PBi30dUHFarakuAAJbsu1KG0QjhOjI7TJQf79UEU1LBygY2gGd3y0yxTAcWagPHi8Cigj63IT46g9bC5B0MKXFgTQe0JQEvhvQi7JFZ4BlQpPuKiiEuxcSEBXvZdCrK4fjyCXfQvJZ/qcYi7+vC1eQTRJQfdboUvOyNM7D6tZKLpaJJicl67OZTqEtzTYAgq4stORqrXbKjAGHX1nB02jDMpvRC3U/kYcVkeK8GLJtQ1pHYLNwZniMBAqji7VYG0QjhWpIEifLj0q7Clf93OuyZUzKxVDTtHoUOY+HWe6F+d5dVe97QAGq2Bf8wLG6+/GHuSIqaNSaoafIudO8Fw8KHs+bXi6JJvA67ZmqrUe+dm7PLMfIYbPlc+38pqlXF0/ZYj4X/M8xjtvEjrhzdXqpxCFESJAkS5YaaGlv4i+IvuzyOCsnoAXd/AiPmwvGVxarKPpU5VXMg1O0CsecxxpzhbsMutluzxh0pSsabyPE/4eyGYt230vOsos0aA6jaCHzsZmClJ8EP/WDNG/Bjf+15SUu4Rvren/llzTbbobt1O3jc8Bc99AcIXC8zNUXFJ7PDRLlxhSBqcb1ghb1DoE5HuH1cyQZVEekMYDUV+XIFSPMO5XzDh7ir7V0wd6DtnAELPXSHclxjBXR+su5NsegN8NgqbZ+xGq20mWWZTClZkwFSYuB/jSD4Fnh4KXgFuj4Wixlm9cItNpzPVH968ClJeBKjZI0BsnoFu/6+QpQyaQkS5cbH7s8WqJwK8OQ6rdWjJD4AKrLLe7VFJgvBrOYcFOSeco3GqYfRLRsPljTHkxnF7Xu/VBQIblzYaEV2Hn5ad2b2webeQXDPVG3cnE91bQLBlX3w71dgtTqWvX4SUuO1JSeK0EVpslghPdHWHResxLHXfRxHPJ7giVZuLPR/jMVVnmBri/eITkojIi6Fm3R+jagEpCVIlAuJaWb+SmjAx0YD7kre690oAFEnwT+0VGKrUC5sRWuXyZ+qat1ZBsXJB5jVBCdWYEaf400iM2WyXzTapOq5sOln6nd7oChRi4JIjYWrh8DdN+vY5k+1mYHPH9H+Qlb+V9u3zOittR4Z3LQutoGfa61LGVRVRUmMBL0RvAJZvPsicSkm5vx7gYsxyVTzdWe49UGGsZbayjXcFTPumOl+9A0A3jI9zI8REXy65ToJqWbua12Tz++XdYNExSNT5EW5kJBqouWbf3PG/WF0dh+uVhUmmp5lqNs2erA360TH8XBLH6jfo9RjLddiw+HHuyHuIo6je4omM1EqsAGfyC7pJeWdYG1HeidiAppT5bb7tckCCRE5zqs6AymPbUBf/VYe/XEXwef/ZKpxOjqdnjkB44m8FkF//U4WWu7kJ0tv23WepHLQ/TGMiuPvgkVV2G1tRJgSxWWq8lD6q+x64x78PEt2IU15XxeuJt1holzw9TDSq2l1frPc4XD8w8C3GfTwc3SvYde64eYF26fD3Hvh8JJSjrSci7+iffuv2Q7uepPiriFd2C3Cjm78VbpGSkouK02rKlSJPQz/vAZhnZyWUaxmfvv2TY7/OJ6gc3/ST7cDHSpYzYyK/oL/GhfRXHeedww/stD4NtWJBrSB0Jktgfa/C3pF5Xb9SWrobtBed4p3DbP4ef73kHDNla9YiBInSZAoN74b3Z4qw7/gCtqAyx3WJnQd8CC9bw1BufMV8AuFgDra/kuZrp8so2jLqQ0fQvRpuLIbzCnodbmv5VISucoPMa1YeyzS9RULePBXuP9n8K3lcNg+OVGPLHW8xpi1ZtQD+jW0uvwz09y+oovuoK2d0L7lVVGgo/44Txn+JJgYJhkWFygR7qHbz1OXpsC3dziuWSVEOSdJkCg3FEWhZ6uG+E7azuoWn5B67yy6NsqYgXJLX3jhCPR4OesC72rQIY9tNiqjGi0zHihQqz2KX/UCX6qq2p9kVccxS2iROtPiVG9ZRK+kGD2gyQD+7ruWMWmTSVUNOf6OsucrVrsV2O2THT8lLUdZew/rV7PTfTyhumjbsbyS5iBdgvYgKZJPpk9n3vYLeb4UIcoLGRMkyp/t38LfL4G7Hzz6F1Rv7nh+6xew7l1tfET3KXDny87rqYxUFU79o80mqtoQPgzLs2jmt3yVnB+gRRGhr0mN/yvdxfwqlegz7P/zKw6cDmeMYU2+xcOtQYTpcq72nJ3D70Jhx4E5qcuEHqVuF4yjlmjdsy4i7+vC1aQlSJQ/R3/X/p8WD2fW5TyfcC1rgOheWTHagaJorWa12oGHP7R+MNcWHfsPOlckQADe1gRik9O1hRNXvgjhO1xUswBg/jBan/+B0bkkQJkj55JUd34xd2e9pXWBqlUU54+LQlHATbFgvLAJfn+6eJUJUcJkirwof9o8DBd3gldVaDwg53m93TdL++nCIqeGvVD3/4KCBavq2CVSErysCagf1wLsktSXzoPRM6/LREGlxgO5J61JqgdRagA7rI3poDtBA91Vu3NueCulu8+b9fBi0gMa4tFLWmtF+SRJkCh/2jwMTQeBwcN5U3qHx+DYH1qLUK+3Sj++iiIlBpY+iY6MxRMVBVdMm8+LQQFbAgRgTiv04o0iF8ufh+QorB4BXLFWpVb6mRzJkK+Siq9ylXp2yU+m0k6AQOtqcN/yIfGtRuMXXCvf8kKUNkmCRPnk4Zf7uYAweG5f6cVSUe36PmsXeNCmRFP8MR+F0vQecC/crvbCCasVdv8IgC41lppqbKH+Dl015qsoFCB6xy/43fNCGUUgRO5kTJAQN6uAuk4PX/Ft7vS4M4VpN7KfYmFCwXTX2zDyp0LUIHKl00GTu7OeFiCjyZztB65NgIoylSZs9zvw92tw9bALIxGi+CQJEuJm1XI4DP4OPKpkHfOtSa0mtxe4ivw+PO0/EI9Y6/B8+tN86DGJlGcOY+w6sXDxirwN+9Fh64v8KEruLX72CVLm88LUW1h6rLD9S/i2C/w1pfAVCFFCJAkS4mYWEAapGYvX6Yzw3F7o+Rr4VEcFopXibUCrKFkfqPOtvUhpOpzxk17Dr5rs6+ZyvzwEEQccDlnskpnsiU1esicypdY9CiTu/730biZEPiQJEuJmVqst1O0KKNB5gjZLyyuQ1IlHuc9tBoq1eINl01SFp9XJdEr7kp8td9Ggmje+HiW7f1SltHu2tv5TNvpsU9sdVo/OJyEqzcTH3lZL07K5sRBOyMBoIW5mBnd4ZLk2Q0untx2OjE+jYeJeAt0Si1X9SktnTA370d5Nj7tBz5PdGhQ3YuHMzhm5nkrDiAemHAPec0ty0lQdbljLJAmyqhDReHTp31iIXEgSJERlYJcAAdQO9GS83xZI1Z6r6FCwOrkwb7f6p9N5SAtC/DxcEaXITYOeEHk0x2FVhT8tHfnWMoiX9fPpZdifb1XuSuH/nl1BVQxE9PmaRzoPLpP7C+GMJEFCVEKKolA/LAxOHtGeFyEBwqsqjUd9DpIAlby+70GLYXBxN+rq10gzmfBQLCgKNNZdIsgSx136/WUdZe6G/IDSfDC1dDICQ5Qv8hspRGUV2qFIl6kAgQ1gwt6c+7qJklOzDdS7A8xpeCgW25ifVZb2vG+c6dC9ZS1HO0KaPIOg5VBtmr8Q5Yz8VgpRWdVqW6TLFICBX4BngCujEQWREouSsXpTZtIzULeFBrprDsV0Su4Do7Mft5RwwmR8enPJ3kCIYpAkSIjKqsGdUKu97WnmZ2GBplmv/C9s/B8c+QMu7y2R8IQTdTqBT3WHQ411EU6LWnHeIpR9QLSrPwRUFSyAGlAX7v8Z/Gq6+A5CuI6MCRKiMhs8A1a/Dn41UNqMIvzMMeadUOhn3Ee7c98C2o7kcQ3vo2b4n2BOB9UM14/B+nez6hn2AzQfWkYvohLZ8R0kOu4LlpnU2FaHzniutzt+TfUDdFTXxeaoMnOtJ5fMFlN08Njf6MMKviCnEGVJkiAhKrOghvDAAtvTsJqtebUrYB3Bii/iMN44yefmofSq3psXRn0H/06HVa/krOfgr5IElYaok7aHKoqtawxyT2IUBaqSiDGPWWH2156xVsNHSSdEiXVa1oqeDYY7aBDkRp3UkxB7IaMSHYzfiRLUqMAvR4iyJt1hQoicdDqq3vser3q8gim4OcPbZawAffvTUP/OnOVbSAJUKjpPgLDOULsjynP7QHH+PTZOH+gw309fwFaedIwc7b8Y/bjNpAU2AbRkS9Vl3UfX6Rl6vraMOuMWa4PjG98NBk/oOhkkARIVjKKqRdkOr/wLDdXetC9dulTGkQhxkzGlwm/j4ORf4O4H/T+C5kPKOqrK6egfsOo1iAvPccpSvRX6G2chPQFajIQqYVCtKQkr/g/P5MuYFQMemEFvxBx2B8qt96JvOwr0GQmPqkLiNfAKguN/wpInwOgFo/8o8qD64pL3deFqkgQJIURFZrXCO1VBddLd9dAS8K3ufCkDVYXLe8A/VCuTn5RY0BvBzbvYIReVvK8LV5PuMCGEqMh0OnhmB2lNhpCiZtu3TafPfS0nRYHQ9gVLgEBbEqEMEyAhSoIkQUIIUdEF34L7/T+SPOEIKR7VtGO+NaBe97KNS4hyTmaHCSHETaJqUAj85yBEnYLgxrJKsxD5kCRICCFuJkZPqNGyrKMQokKQrwlCCCGEqJQkCRJCCCFEpSRJkKjYVBXOboDI42UdiRBCiApGkiBRsf3zGsy9F77tAuHbs45v+Ah+6AdHl5VdbEIIIco1GRgtKrZLu7T/W83abuaRx+DvKWBO1Y5H7IemA120O6QQQoibiSRBomLr9iIsfQLSEmHVyznPm01gSQeDe+nHJoQQolyT7jBRsTXqBXo3sJqcn1fN8H4ozL4HUhNKNzYhhBDlmiRBouJKuAYfN9I2ecyLNR3Ob4aP6kJiZKmEJoQQovyTJEhUTBs+gk+bQHIhkhrVDHPvK7GQhBBCVCwyJkhUPPERsOH9ol2bX6uREEKISkNagkSFcyoiGqtaxIuTo+HvV1wajxBCiIpJkiBR4QSZr6Er8ox3FbZPhysHXRmSEEKICkiSIFFxrHkH3q5KlV+HEGX1xaQWY+2fOYNcF5cQQogKScYEiYphzxzY8ontaZCumNPd02LAagGdvpiBCSGEqKikJUiUb6oKO2fCpv+5vu7UONfXKYQQosKQJEiUbwd/gZWTIe5ioS5TAStaDpWrQ4uLE5kQQogKTpIgUb6lJ+Y4pKr5JDdAEu5stzTNe8uwqzI4WgghKjNJgkT55hUE3kEOhxQl//1QfUijk+5Y3oUu7ixmcEIIISoySYJEuaSqKiTfgCVPQFJUkepIxUieDUZGTzj4K3zSGH4aCunJRbqPEEKIiklmh4lyZ93xazy7YB91PVJYrlqLnKl7KrlsqprJ3R/WvQ2JV+H0VTi1CpoNLuLdhBBCVDTSEiTKndnbLpCcbmZyymfoVEuR68l3UekbZ6BWe+2xwROqNSvyvYQQQlQ80hKUh+jENNwMOnw9jGUdSqXS3+8cM92fwl0p6t4YmnyXUkyIgEZ9oNUDULWB9kcIIUSlIS1Bufht7yXavbuGlm/+wzcbTpd1OJVHehIjDz9Z7AQI8p9BhmqB38dBYqQkQEIIUQlJEpSLmZvPYcTMa4Z5hK19mvfnLCvrkCqF66d2FvmXMnvSk98MMptl42HuYIg6VcQ7CyGEqIgkCcpFh7pVGKHfwOOGv7hbv5POpz8hNjG1rMO66V26crVA5Zw18igKWIragHR2HXzVHta+XcQKhBBCVDSSBOXirXubE6962Z7H40Xrd9eWYUSVQ5N6tQtUzlkjjwronZwoyOKKNkf/KGBBIYQQFZ0kQXkYPXYi/zU9ySem4bxqehyAulNWlHFUN7HL+/FcPj7/WV25yK33qyCLK9q0e7SIdxdCCFHRyOywPHSoV40pAf04E611g4Vwg9t1x+n3dgJ/v35/GUd3kznyG5bfnkFvTs5/VldJCGkOw2ZBcJOyuLsQQogyIC1B+Vj737vQAR6k8bv760xz+4qFlucZ9420CLnMpT3w6yPozSWzYnOBWpbSEiCgToncXwghRPkkSVABnP3wbvxJooZyA4AAJZlJES+y6diFMo7sJmFKKpFqM8cBFahlKfYCpz/txZxt50skFiGEEOWPJEEFtOPDUayytLM9b6K7xOH5r5VhRDeRet2gy/NQtSEWReuhLfBA5jwUeBxQhgYph1n65+8cvBRb/JsLIYQo9yQJKgT/UbM5YK1ne15DiabulBXaZp+ieI7/CdGn0atmoPAJjCsoCnxrnIqHUV/6NxdCCFHqJAkqhI63hPFtzQ9ZabmNDZZWfGoeDsBT8/aUcWQ3gZTYso4AgOq6WG4J9sq/oBBCiApPZocV0jfj+tHqDZW4NKvt2AHpPimevfMgNbZsY/AOAasZpctzoJOWICGEqAwkCSqCA2/15+l5u/jrSCQ64Plet5R1SBWXOR2WTQSKvlt8sdRoBd1ehKb3lM39hRBClJkSS4JSU1NZuHAhGzZs4Nq1a/j5+dGhQwceeughatSoke/1GzZsYO7cuSiKwqxZs0oqzCL7ZlSHsg7hphCVYiEA1eEXUVXzHxNkm/lVrLFDCgz4FGrL36UQQlRGiloCo3qXLl3KM888w/Xr13Oc8/Dw4P3332fixIl51jFjxgyefvppFEXBYil8K0FoaCgAly5dKvS1opREHuf4wldoHL3WIZkpSBLkElXqwsQDpXAjIYQryPu6cDWXD4z+7rvvGD58ONevX0dV1Rx/UlJSeOGFF3jllVdcfWtR0fz2FE1urM2R8GQ+z56e55euFzqdT75RyAuEEELcTFyaBF24cIEJEybYEp5evXoxa9YsVq1axQ8//MAdd9wBgKqqfPTRR/z++++uvL2oaAwetodqAZY0zK91SFEKmQjJCtFCCFGpuTQJmj59OiaTCUVReP311/nnn3949NFH6d27N4888gibNm3ipZdeArREaNy4ccTExLgyBFGRDJsFnZ6FxgNQnGxuUZQusQJf4+YDd39S+BsIIYS4abg0CVq3bh0ALVq04M0333Ra5oMPPmD4cG19nevXr/Paa7LqcqXlHwoNesKpf0rldplplhUdvHAUwjqWyn2FEEKUTy5Ngs6fP4+iKAwaNCjPct9++y3BwcGoqsp3333H0aNHXRmGqECs/04HqznX8wXp3lLVgpVTgJPWmnwe8j54+Bc8SCGEEDcllyZBCQkJAFSrVi3PclWqVOHDDz8EwGq18p///MeVYYgKYsOJSJJOb82zjEXR55ngJKluKErObrDcLrlFd4Uhuk0ZlZvh0m5IkS5ZIYSojFyaBFWtWhWAyMjIfMs++uijtGvXDlVV+eeff1i+fLkrQxEVwMKdF3HHlGcZAxYsiraCs6rmTG68lXSn1+U1NKhuxEptkcZFo+H7u+DrzjJTTAghKiGXJkFhYWGoqsqKFSsKVP6LL76wPZ4wYQJxcXGuDEeUc10bVuWINSzfcobM1aSV3JObKKtvvvXYEqimg8DgBmfWas8TrkCkdMkKIURl49IkaODAgQDs37/fIcHJTefOnRkzZgyqqhIeHs4DDzyAyZR3y4C4eQyN+po2+nMFLp9X684FQngt/RHMas5f6czkRwF2WRpxte932oHOz4Gig7pdoVb7AschhBDi5uDSJGjMmDH4+mrfyF944QVGjhzJX3/9xdWrVzGbnQ9+nTp1KrVq1QJg1apV9OrVi9OnT7syLFFOeVzaVuCyeY0LUlVoolxkt9qEj80jc3SZ2SdPUYYQ/LyM2pOer8L/RcMjy8HogRBCiMrF5dtmzJs3j0ceeSTH8SZNmnDkyBGn1+zbt48ePXqQmJgIgF6vp2bNmoSHh8u2GTezQ4ux/PEcOlOSS7bJsKgKFnRstzahm177XVPRkiAVSDf6c+OBldSo37z4NxNClDp5Xxeu5vJtM0aNGsWyZctsU+Dt/+SmTZs2bNy4kXr16qGqKmazmYsXL7o6NFHetBiGZcj3LtsnTK+ouCkWuuqOEG4NxqIq7KAFcaonVhVivOtRo2qAa24mhBCiwnN5EgRw9913c+7cOX766Scef/xxunXrRtOmTfO8pnXr1hw5coQvv/ySzp07o9frSyI0Uc641WoF7s7X7ClMG6V92XQMhOmuo1dUmqun8FdS0CtQPXY//D2leAELIYS4aZTILvKukJ6eztmzZ4mJiaFTp06Fvl6aTSuQhGts+ex+7lD35lnMmjFFXp9Ly1Gc1YPV1g500++nmqKtWRVOdaqr13FTMrpUWz0Ig79xYfBCiNIi7+vC1QxlHUBu3NzcaNKkSVmHIUqDbwgLGn6C7/HHaZVttpiqghUt8dHl0222V72Fyean2aSbCBlJ0PEO77Hfrx7trv9GrSre0OmZEnoRQgghKpoSS4KioqLYt28f0dHReHt706xZM+rXr19StxMV3AeDWzJv44/U3zMEX3PWwoWKAgXpGE1X9XxkfgCAsab/MEq/mn1KU17seg8hfh5Au5IJXAghRIXl8iTo4MGDTJ48mXXr1uUYDN2sWTPeeOMNhg4d6urbigrO38vIs/3bQPV3UJdNQLWq6JSC99S6KRYG6rYRrtYi0qMBH1vr8/nI1hkJkBDlkMUM0aegSl0wepZ1NEJUSi4dE/TPP/8wZMgQUlJScp0NpigKY8eO5dtvv3XVbZ2SvuMKLOEqqUlxWL7ribc1sUCXqKrWapSgevKI8hZmq8ITuuU09DVT1xrOMv1dRLQcz6SOARBzHmq1A50MvhdlaN4QbdXy4KYwdh24eZV1ROWevK8LV3NZEnT9+nWaNGlCTIy2GaWbmxudOnWiZs2aJCUlsWfPHi5fvqzdVFH49NNPmTRpkitu7ZT8Y6n41NhLhH9+F2HqVVQgGQ+8SXWYUp/522t/7KilNg11Ebgpjgt0Pp32HNM9v0FnNUGLETB0Zsm/CCGciTwJX3fIej5uK1SX9avyI+/rwtVcNkX+yy+/JCYmBkVR6Nu3L5cuXWL9+vXMnz+f33//nfDwcKZNm4aiKKiqynvvvYfVanXV7cVNSAkIpcqUw2wdtIlTo3bRMn0Wn5pydqVmX2fIjCFHAgTwtds0LQEC1GPL8ly7SogS9V23rMeKHoIbl10sQlRiLkuCVq5cCUBwcDCLFy8mKCjI4byiKDz77LMMGzYMgBs3brBr1y5X3V7cpPw8jNzRrhWNG97CtpfvYmXgKH409yVd1dm6wECbPn+E+vxg7sd403McttZBVSHemjXWwqEFyZTKXe/8xqlrCaX8ikSld24LmFOynuuN2h9xU+vVq5etJcuZyMhIJk6cSMOGDfH09KROnTqMGzcuR6vXjRs3qFmzJoqi0K9fv1zrM5vNtG/fHkVR6Nmzp3zpy4XLkqDTp0+jKAr33Xcf3t7euZZ79tlnbY/Pnz/vqtuLSqC6nyfrJt9J00e/Yan/GFtSo6pwb/o7LO/4M/T7kFr1m7Ki8QeY0OOnS3G6qWoUflxK1vHH/iul/CpEpXf1kONzc2rZxCFKzcmTJ9mwYUOu569evUrnzp2ZNm0aCQkJdOnSBb1ez4wZM2jbti3Hjx+3lQ0MDGTWrFmAtt9m5uPsPv74Y/bs2YOfnx+zZ89GcdXS/DcZlyVB8fHxAPlOg2/cOKvZN/MaIQqjY4Oq3D96PNaMrVGtKMTiT99m1XnsjnosfLITL3WrlrVAop0YqxdfmQYxJP0dTBjp0jAoRxkhSpZ8Iy/PktLM7AuPYcupKPaFx5CU5nzz74K4cuUK8+fPZ8CAAXnugTlhwgTOnDnD8OHDCQ8PZ82aNZw5c4ZXX32V69evM3r0aIfy/fv358knnwTgP//5T47WoqNHj/L2228D8MUXXxAWFlbk13Czc/kU+YCAgDzPV6tWzfZYmudEkQU1IuHB5ez5bRr7PTsx78Fh1A2ya4Gs3QF6vELUkbUsj/BntH41ybgzyvQKh1UtUb+/Q206NahaRi9AVFq7nHxzt5hBX27Xrq0UTl5LYO6/5/lt72WS0rMSFm83PYPb1mJ0p7rcEuJb4Ppuv/12du7cmW+5U6dOsWTJEnx9fZk5cybu7u6ANoTkzTff5IcffmDXrl1s3LiR7t2726779NNPWbNmDWfPnmXs2LH89ddfAFgsFh599FHS0tK47777nG5oLrKUyN5hQpQG/1vuoOdLi3jhuecdE6BMPV4iaPw/VB32OV3SptE5bZotAQKIjJduCFEGqjfLeezEytKPQ9h8v/ksfT/fxE/bwx0SIICkdAs/bQ+n7+eb+H7z2QLX2bdvX8aMGcOYMWPyXBtv1apVqKrKPffcg7+/4z6KBoOBnj17AlnjbjP5+Pgwd+5cdDodf//9Nz/88AMAn332GTt37iQ4OJgZM2YUON7KSpIgcdMb2LoWi/47lAR8HI6P6lSnjCISldrQH8DN8XcRv1plE4vg+81neXfFsXw3bFZVeHfFsQInQm+//TazZ89m9uzZfPLJJ7mW27JlCwAdOnRwer5jx44AHDp0KMe5Ll26MHnyZABeeOEF1q5dy+uvvw7Ad99959DzIpyTJEhUCrWrenNPyxq257fXrcKdTULKMCJRaekN8Nx+0Ltpz72qQqhs61IWTl5L4L2Vxwp1zXsrj3HShbNKM8fz1Knj/EtZcHAwgG2dvezeeecdWrRoQVxcHH369CE1NZUxY8Zw3333uSzGm5kkQaLS+OL+Nrw58FbG39mA70Y7/9YlRKkwuIMlXXucHA1Rp8s2nkpq7r/n820Byk5VYd6/F1wWw40b2l6Jvr7OxxtVqVIFgKSkJKfn3dzcmDt3LgBWq5WQkBCmTZvmsvhudpIEiUpDp1N4pEs9/tu3Cf5esi6LKEOqFYwZ49i8gsCvRt7lhcslpZn5ba/z1pX8LN17qVizxuyZTNoCrvlNYTcYch84v27dOtvjqKgojhw54pLYKgOXT0f47LPPWLhwocvKKorC2rVrXRGaEEKUD8dXgCnjm71XIBhko9/SdvJaQo5B0AWVlG7hVGQirWsHFDsOHx9tfFhcXJzT88nJyUBWi1B2hw8f5pVXXgG08UPbt29nzJgx7N+/Hy8v2Y8uPy5Pgk6dOsWpU6fyLJOZ8eZXVlVVWeBJCHHzqd5CGxNkSdeSoHdDILAePLICfGQwa2lISitaApR1vWtagsLCwti/fz9Xr151ej5zLFC9evVynEtPT+fhhx8mLS2NUaNGMX36dJo1a8apU6d48cUX+eqrr1wS483Mpd1hqqq69I8QQtyUarSEp7fBQ0sgJQ6sJog6Cf+8VtaRVRre7vpiXu+aNoS2bdsCsH37dqfn9+3bB2jrDmX3f//3fxw4cICaNWsybdo0fH19bdPiv/76a9asWeOSGG9mLmsJWr9+vauqEkKIm19QI+3P0d/hesYMpUO/wsBpYJTusZJ2S4gv3m76InWJebvpaVTNJ/+CBTBw4EDefPNN/vrrL5KTkx26sFJSUvjzzz9tW1LZ27Rpk23q/cyZM20LFffv35/Ro0czd+5cHnvsMQ4dOpRj/SGRxWVJkP1KlkIIIQqo99tw5DdITwT/2trMMVHivN0NDG5bi5+2hxf62iFtQ13aEnTXXXexdu1annnmGWbOnInRaCQ9PZ2xY8cSGRnJqFGjHKbQx8fHM2bMGKxWK48++igDBgxwqHPq1KmsWrWKixcv8txzzzFnzhyXxHozktlhQghRlrwC4ckNMPALeGwVyDjIUjO6U91C/7gVxfULrf7www/UrFmTOXPmUK9ePXr16kVYWBjz58+nadOmfPrppw7lJ0yYwPnz5wkNDWXq1Kk56gsMDGT69OkAzJ07l99//92l8d5MynUStHPnTiZNmlTWYQghRMkKagTtHnGcKm+1wB/PwvSOcPSP3K+9sA0O/ALm9BIP82ZzS4gvrw5oWqhrXh3QtFB7iBVEWFgYe/bsYdy4cSiKwpYtW/D29mby5Mls2bLFtmAiwNKlS23rAs2aNSvXrq6hQ4fatut48skniYyMdGnMNwtFLWcjkE+cOMH8+fP5+eefOXtWW548r913cxMaGgqQY3ddIYQoM+Y0iD4NAXXA6AW6PL6Hnl4DP2XsOeUTApNPOp6PPgPbvoI92p5R6N0hpDlcOww6g9bC1GMKtHkYYs6Du592rAIrqff17zef5b2VeW+doShaAvRE1/q5FxIVTrlIgi5fvszPP//MggULOHDggO145hR5SYKEEBWe1QI/9IVLuwAFvINh6Ew4vw0OLICgW+C+b8A3YzuXqNPwTWewpIFPdejynDZeqM1obWr95y0g5Ua+t71R/z4Cz/5Oms4T3WN/YQxtU7KvswSV5Pv6yWsJzPv3grYQYrZd5Ie0DWVUpzoubwESZa/MkqCYmBh+/fVXFixYwJYtW2xT4u3DMRqN9OzZk7/++qvQ9UsSJIQoVxKuwqeN8y7TbAgM/1F7nBIDa97OaunJVK87xF2CG2cKdFsVyBz2km7wxa1aI3hgYVayVYGUxvt6UpqZU5GJJKWZ8XY30Kiaj8sGQYvyp1T/ZlNTU/njjz9YsGABq1atsi0Xbp/4uLu706dPH4YOHcqgQYNs0/6EEKJC8wmBpoPg2DLAMTnJpB5ZipIQAfXvhG3TtBlj2Z3bmFXeSR3ZZZ63qApu5gS4shf2z4euLxTxhdzcvN0NLlkJWlQMJZ4EWa1WVq1axYIFC/jjjz9sm8DZJz6KotgGcd199922ZcSFEOKmoShE1r2XahlJkLPkRQEI/1f7U5AqC3F7nWLX6H9sGZzfAn3ehZBbC1GLEDeXEusO27p1KwsWLGDx4sVERUUB5FgF2t/fn7i4uCKP+8mLdIcJIcqTGav2MnpbbzwVbbsFVXX9bPhC12n00rrg+rxTIQZNy/u6cDWXTpE/dOgQL7/8MvXq1aNbt258++23REVFOWyD0bZtWz788EPOnj3Ls88+68rbCyFEuXTgYizbNv5tS4BAS1Zc/RW00EmVKRn2/6QNwE6Nd20wQlQALusOa9myJUeOHAFytvi0bt2aESNGMGLECOrXl+mFQrhadGIaV2JTqRngQVU3C5hTK8Q3+0oh7hJhS+/neX0iVhV0dolKuVkXMSECNnwA/T4o60iEKFUuS4IOHz7s8Lxly5a2xKdhw4auuo0QIpv//nqAX/do3QOt3a+wxOM99Olx2grEbUeXcXSV3K7vYcV/qAJUKeB+nSXRTVYgO7+DRn2gwZ1lcHMhyoZLu8MURUFRFOrVq8e4ceMYN26cJEBClCCrVWXx3qzxER3Nu9GnxYBqhYO/lGFkAlMqrJhcoKL2jefZE6BSW8TEapbfGVHpuCwJCgwMtI39OX/+POPHj6dGjRoMGjSIX375hdTUVFfdSgiRQadTuLtFDboqB1lsfIMWHlFY3f20kxe2w7752uPDS+DHAbD1i7ILtrLRu4F/aIGKOmv5yUx+SqtVSFVhGy1L52ZClBMuS4IiIiJYunQpgwcPxmg0oqoqJpOJFStW8OCDDxISEsIjjzzC6tWrc4wZEkIU3ZdDb2Gu5ye015/ibssadC3v106oZtj2JcRHwJKxcGErrH4drp/Mu0LhGjodPL6aZDfHsVnZ3/5ye17aXWKKAh0PvIy64r+l2PwkRNlyWRJkNBq57777WLJkCREREUyfPp2OHTvaWocSEhKYN28e/fr1o1atWjz//POcPn3aVbcX4qZ3KSaZU9cSchxXYs6hWLNmHRHWCYze2uP6PWDRaFAzlqDQuYGH8w0XRQnwq4Fx9FLSyRoQlD25ye95adIByq7v4OSqsgtCiFJUIrvIV6lShaeffppt27Zx6tQpXnvtNerVq2dLiK5evcq0adNYtGiR7Zpjx46VRChClDxVhd/GwYd1YH3JzK7ZdiaKOz/ZwJTPZ3L8h6fg1BrORSURl2KC4CZa4gPQsDekxoA5Bfxqwh2T4Lrdvy2dHiKPlkiMwjljaBvMEw6SoHqWyv2SVBfMd4nYX/w6hKgASnXvsC1btjB37lx+/fVX4uLitADsvvY0a9aMBx54gJEjRxZ7Kr0sqiVKzbUj2jormV6L1Da6dKGvVu6i5/bHaKqEoyhgRWGfpQHvG55h6rMPEJZ4ANy8SK7aDPXrTnjHZnR5NeqD6dQGjKRnVeYXCi8ccWl8ogDMaaz4/Bm6JqzAl5RCt/hknzWW1ywyiwr6YrQoRTd+gKoPfFv0CkqIvK8LVyuTDVTT0tJYtmwZ8+bN4++//8Zs1pry7ROidu3a8cADDzBixAhq1apV6HvIPxZRalLjYHpHSLjCIWtdvq33FV/eFoNu62dQvQXcPRX0xft2fnXrfKqvfibHcVWFi4EdCYvZjgq8rR9PUNpFxhuW5V6ZYoA3oosVjygade88lGWFXyS2KNPmizPVXgWUbi9Bz1eKVkEJkfd14Wol0h2WH3d3d4YPH86yZcu4cuUKU6dOpV27drbuMlVV2bNnD5MnT6Zu3bplEaIQBefhT/zotYxJf4nvTf2Zdn4gyq+j4Mo+2DsXTqwscFVWq8qUJQe4e9pmft10kMtf9iPty47sCI/HkrFTVPbp1KE3tmuPgQdMvzHDPJBINY9xP6oZDiwsyisVxaSEdcT+W6e1gF9BS32QNMDOGaV7U1Fk7777rm2JGvthJvZmz55tK1PQP4888ojTupKTk/H390dRFJo1a1bgOM+ePcvkyZNp1aoVVapUwd3dnZo1a3L33Xfz008/uXz7rIIo1V3knQkKCmLixIlMnDiRY8eOMXfuXBYsWMDFixcBbQNWIco738Bq3BpsZHjMUvSK4ydbwvqp+FpNsHkq1OkM/T/K+almTiP8r89YtOcyHSzneE53lMOr61BLvw+AgVFTSMeIXjHluNR+BeJGyhX2uj+JIVsMOVoFrkl3WJkIaoTiUwMSIwDQKQqgFmg3+MIqduLkU80lcYiSN2fOHNvjn376iREjRuQoU7t2be6+++4cx1esWAFAx44dqVq1qsO51q1bO73f0qVLiY/Xtlk5evQoe/fupW3btnnG+Omnn/LKK6+Qnp6Ol5cXrVq1wsPDg/DwcFauXMnKlSv55ptvWLZsWY44SlKZdIflR1VVNmzYwJw5cxx+2IUhzaaiVK34L+z6zmkXhJrxCZd5OHbE76xPa0SHuoGEVvGCiANY5o9En/HBmMmiKg4JVWarga64H26KEcb8DnXvKGZFokhOr4HFT2gD2DPE4YM/ibbnZbZqtD2vIJh8SpvqX06Uyvt6WiJcPw5pCeDuq008cPcpufsV05YtW+jatSuNGzfm1KlT6PV6rly5QlBQUIGuzxyGsn79enr06FGga3r16sXatWtp2rQpx44dY9KkSUydOjXX8h999BFTpkzBYDDwzjvvMHHiRDw9syYK7N27l7Fjx7J3715uv/12tmzZgsFQOm005ee3246iKNx5553Mnj2ba9eulXU4QuTv/CbA+aaYiuL4Ld/nl/tYtmgW9325mfj4WKw/9HNIgDKvt2ZrG9ApsMHSsvhLuKgmWPNWMSsRRdawF7x0Dmpq35wjlWB+NPXinDWr5aXMEyCA5ChIicm/3M0i8hgsfwE+bQzf3wXz7tP+/2lj7Xhk+ZzBPHv2bACef/55unXrhslk4pdfSm7l74sXL7J+/Xpq1arF9OnTAVi4cGGuXVkHDhzgtddeA7RWqilTpjgkQKBtrP73339Ts2ZNduzYYXtNpaFcJkH2sv+whCiXbn/aNtYjvw8wgwI/un/GL+bncFswFMWUbDtn3wKgw8oP5r7ssTTEhAELOnoaDjqUzY0lv0Tp0k64uDOfQqLEKAo8sgIeXoqHksYk4+94KWlYDF5lHZmjfXPLOoLS8e90+LoT7J4F6YmO59ITteNfd9LKFcKBAwcYOnQodevWxd3dndDQUEaPHu2wRt4jjzyCoigsX76cf//9l379+hEQEIC3tzcdO3a0dVc5k5yczK+//oqHhwcjR47kwQcfBGDevHmFirMw5syZg9Vq5eGHH6ZHjx6EhoZy9epVVq9e7bT8xx9/jNlsZsCAAYwcOTLXeoODg5kwYQL+/v6sWbOmpMLPwWXtTeHh4a6qKoewsLASq1sIl2j/CBP+SeTj1Lfw0qXnXx5ooLsKV68CWkITq3pRRZeVEM3zfoy3b/QC4LGg87weo83UUQGzqmBUcs90sk+Pzr57OQBxl6F2gUIVJcHNC/zr4GfVuvtDlDi4fwnMHwGqpVDjhFzVfZajnhtni19peffvdFhVkFlwala5TuPzLb1y5UoGDRqE1Wqlbdu2NGjQgNOnTzNv3jxbwtO4cWNb+YULF7Jw4UJq1KjB7bffzpkzZ9ixYweDBg1i06ZNdOnSJcc9MoeLjBw5koCAAIYOHcr48ePZsWMHp0+fLpG9OzPHH2UmbyNHjuTTTz/lp59+ol+/fg5lrVYry5cvB2D06Pw3c54yZQpTpkxxecx5cVkSVLduXYcp7q6iKIptCr0Q5VWqycKelBC89AVLgLJLU4wMVL7iG/+5NIrdyhK3e7nrifc4seE0Calm1hyJpo/uFm7XnUSngI7C9Yk5/Ze58SOo1w28S28QorBzcSfM6pP1vPlQrats7Fq4ehhl5YtgTs79ejuuSoD+EziNt7r54nvwR+1A14JtAFthRR6DVa8W7ppVr0KDnlCtaZ7FpkyZgsViYfny5bYByaqq8vnnn/PCCy/w1ltvsWDBAlv5+fPnM2XKFN599130ej1Wq5Vhw4bx22+/MWPGDKdJUGa30ZgxYwBtD89+/frx559/Mm/ePN56y7Xd3lu2bOH06dPcdtttNGnSBIAHH3yQTz/9lN9//52kpCS8vb1t5c+cOWMb03vbbbe5NBZXcWl3mP0Ud1f+EaK8O3QpjqaWY7lOec7r11gF3LCwpd1mWgycgPmVq9z/8vfUDvTigyEteat1AqsNL9BRf7LIH3ZOr7t+DFa9LPtElZUtn4N9Mpv591CzDbQdBQ8tAv+sVvBY1XlXmav++iyKjs8mjsG3zRAY8yc8shyq1HFN5eXVzplQyC8UoMKu7/MtdeLECQCaN29uO6YoCpMmTeKll16iXbt2DuW7du3KBx98gF6vbbGi0+kYP15rcTpyJOdszsyxOTVr1qRPn6xkOrNLbP78+YV8XfnLTLrsp863bduWJk2akJSUxNKlSx3KR0VF2R6HhIS4PB5XcOnw68yWIDc3N7p06SLjeUSl8c2GMzxr+MPpzC2VvL+pK4CCFfb8CHt+xOfRv7Sp9AAWE/ptU3FXTFpdhej2KFB3yuElcHotjFoKNVoVrGJRfMk3UE+ssP39qIBizPZ+Wa8rTNgNR5dBlbps37iZfqdzfrMv6CrS9mWyXwdg8q9f9mumlKa0RDhYxAHEBxZCr7fynDXWvn17tm3bRv/+/fm///s/evfuTVBQEIqi8OGHH+Yo72z6euZsuNjY2Bzn7MfmZCZOAIMGDcLb25szZ86wbds2OnfunOPaosgcf+Tu7s7999/vcO6BBx7gjTfeYN68eYwaNcp23M3NzfbYaDS6JA5Xc+nvvKqqKIpCeno6O3bsoH///gwbNox77rkHL69yNuBPCFe5so++EdOpzxWnpwvdeBN/Ba6f4OLhrZzav4meceuz6ipEZfkWVfRgNWuzgA4slCSoFJnCd2L/kaAA7J8PXf8DVRtknTC4Q8vhAPR7oA1pf5zBeHkHurhLqOaUHH/Hzn4/sifDDkmT3TnPni8W8dVUUNeP5xwEXVDpiXD9BIS2y7XIggULGD16NJs2bbK1zjRp0oQ+ffowcuTIHMlJlSpVctSRmdw4m3mVOTbnzz//ZOvWrQ7ndBnLGvz0008uS4Iyxx95e3szcOBAh3OZSdq6deuIiIigRo0aAA7r/URFRdmOlycu6w77448/GDVqFP7+/qiqSlJSEkuWLOGBBx4gODiYIUOGsGDBAhIScu6CLUSFZU6DufcyMv03/BXn4zdUtWBdFmbFyEm1NovWbked0Z3aG5+ndazzGRcu6QFp2BtQQGfQdpsXpWb/QidjNbyqgncea7voDbgPmY5uwm547SpK73dA705e6e5U81BW9l7H/5kfc9pVG2f1Iqrz6zBkJrTKfebOTSmtmJ9F6XlfX6dOHTZu3Mjhw4f53//+x6BBg7h27RrTpk2jS5cuTJgwwaG8rhDrMWWOzQFt8/GtW7c6/Mn8nF20aBEmk6mQL8y5zK6wpKSkHPfL7K6zWCwO45zCwsJsyd3u3bvzvceqVasICAjId+FFV3JZEjRw4EDmzJnDtWvXWLFiBY8++ihVqlRBVVVSUlJsSVK1atW45557mD17ttMmPiHKu8iEVL7ZcIZtp6PAagFTap7lFaVgLTgG1cQtykVGxM5EMacAYMTEWksbbtQbqH1QZXzgaesMF2zbBRVwuu76qb+h20swYQ/c0jf/ilzsXFQSr/52iMmL9vP34Yj8L7hJnI9OIsqS1TKuAtz+NIxdBx55bHeSXZfn4NUIaP+47dBi7iLBU+tCOWWtxVfm+3hu+VXmmXtxXK3pcHkaBn5sPoegPv+BljlXGL7pufsW73q33K9XVRWz2YzVaqVZs2ZMnjyZP/74g+vXr7N8+XL8/f356quvuHDhQpFunZmQfPDBB7mOpQ0LCyM6OpqVKwu+bU9uMscf+fv7k5qa6vR+s2bNArTWp0w6nY7evXsDBZu2v3DhQuLi4mjTpk2xYy4ol68TZDQa6d+/P7NmzeLatWusWrWKsWPHEhQUhKqqpKWl8ddff/H4448TEhJC3759mTlzpsMAKiHKsyfm7Oajv48z6oedHL9hhhFziKnb33miUUQWgzcWNz/OBveiWruBBN7zlvZBZfdhVdCeMYU8/qFvneow+La0WK0qd326gfk7wlm89zLjftrLrvM3Sj2OsuDrbuBN0yNEqv6kqwZ2t34X+n8IVeoWvjKdHnq/xV+Bo/jIdD9TUsfwVo2vGJ3+EkPS38KC3rZm1OPpLxOrauOOklUDygsneH5Enzwqv8kFNwG3Iq4E7eYDwY1zPb127VqMRiODBw92OK7X67n77rttKzNHRBQ++c8cmwPkGJtjb8iQIYBr1gzKHH9033334e7u7rTMvffei8FgYP/+/Q4DuSdP1mYYLl68mH/++SfXe+zbt4+ffvoJRVF45pmcm0WXlBJdLFGv19O7d29mzJhBREQE69at45lnnqF69eqoqorJZGLNmjWMGzeOGjVq0LNnT77++muuZqydIkR5dD0hDQCLVcVyci1YTOhGzCVJyXsiQEE3y1QBvTkJfXo8raJW0GL/2zCjO5z8Bzo8AYFZY0YKtYWG3smblyUNVvynEJW4xsHLsTl+HrHJrmm2L++q+rgzdWx/ng9dxKL+e+hw34T8L8qLuw/JXabwrXUQ6IwEBIawydqKBBzHYUZQldvSvuV5n4/Yfu823PwKtq3CTcvdB1oWsQuw1f15Dopu164dHh4erFy5MsfCfwcOHGDz5s14eXkVavPRTJljc26//fY8NxgfOnQoAMuXLy92r0vm+KO8kq6qVavSvXt3wDHx6tChAy+88AKqqjJkyBBmzZqVY9mbVatWMWDAAMxmM5MnT84xc64kldpkAJ1OR48ePejRowdffvklW7duZfHixSxdupRLly5hsVjYuHEjGzdu5LnnnqNTp04MGzaMoUOH2kbIC1EeTO/jy6mNywj1M9BsnTZVVq/zwwvHbrHsM3UKmrA4LZaeAAuGg84dnlwHVw/B31NIM1swmhLyrNsWhyVN2w+qblc4tgzUjMGW++bBwNz3/SkJD8/cluNYi1p+pRpDWercIIjODVyXhAxtF0q7OlUwGnQE+bhxIzmdw5fjuKNhEGarhU0no2kc4sNL/ZtSP7j87oNV6m4bC7t/oHCj7BTty0geqlSpwquvvmqbFdasWTNCQ0O5du0aBw4cQFVVpk+fjq9v4bvkMrvC8kpIADp37kz16tW5evUqv/76K2PHji30vSBr/FFQUBC9evXKs+zQoUNZu3YtCxYs4IMPPrDNGP/kk09sayQ98cQT/Oc//6FFixZ4eHhw8uRJwsPDURSFF198kQ8++KBIcRZVudhAdfv27fz6668sXbrU1kea+cMr6mKJsoGqKBEWM3zWFJIiQWcEa/6tF5lJSJqqxw1LsRe2S8GDG9W7Uutq1qDpQq0YXK87XNkHaXYbE088BFVKvlts+9loZm89y99HInOca17Lj9mP3kaQj/PmdiFK5H29wCtGZ+j7foFWjAZtfMx3333HwYMHSUxMxN/fn/bt2zNx4kQGDBgAaGvuzJkzh5kzZ/LEE47J1enTp2nUqBF16tTh/PnzXLx40db6c/HiRWrWrJn9lg6eeeYZvvnmG7p168bGjRudlslvA9UnnniCWbNm8dRTT/Htt9/meb+rV69Sq1YtrFYr69at484773Q4v3v3br7++ms2btzI5cuX0ev1hIaG0r17d5555plcd60vSeUiCbI3d+5cnn/+eWJjY21T7nPbmC0vkgSJEmFKhQ9C7ZIfBQugt/smmVtC4nTrivLCzRee2ws+1fIvWwRz/z3PtDWniErKe0XtzAHfLWr68fv4zg7rnwhRYu/r/07PWDk6r49DBfq+V+AESFQM5SIJOnLkCL/++iuLFy/m2LGsnXolCRLlTsI17c3yzBqHHbaT8MBLTXXp7t+qCkm44UE6Bldsi0A+g6mDm8ATa4o/ayabD1ce49tNhd+Dytddz6G3+uVfUFQaJfq+HnlMWwn6wELH9YPcfLQxQB2eyHerDFHxlNkCoQcPHmTx4sUsXrzYtry4fT7WqFEjhg4dyvDhw8sqRCGy3Dirray8cyZEnchx2pvUIqyKmDdFAUWFy2owdZTrAJgN3ujNSUW6Vb7XXD8Oe2ZD52IO1LVz7EpcgRMgg07BbDdaOiGt8F9+hCiyak3h7k+1laCvn9DG4bn5arPA8hgELSq2Uk2C9u/fb2vxyVzoyT7xady4McOGDWP48OG0bNmyNEMTInemFJjVF5IiUVFyTSZUFcxk7e6eohq5ThXC2t9D9MGVVEm/hi6Pnd+d8VLSbQkQgMHDBxKTtPsB0boggqxRDq08iXiiosMHLVlK8QnFGHY7hqNLyXcAaOL1vM8X0OZT15m0cB/RSXmPmarm605kQhrV/Tz449ku3P7+Wtu5QG+3PK4UooS4++S5ErS4uZR4ErRnzx5bi8/Zs9o3QvvE59Zbb7UlPkWZLihEiUtPhiQtOVBQOWStQyAJ1FRuOHR/WQEzBgyqCUWBCDWQ+rprqHt+ZEezT7jryBTcKdw0cPuES1VBSbxme56iuhFoiQLFsZynmoreLtnyrNYQhs6As2shNTajYgOoTiYcbPsCqjWB1g8WKs7s/u/3w/kmQO/ceyv3tgll9/kbtAwNIMjHnaFtarFk32W8jDqWPu2a5f6FECI3JZIE7dq1i19//ZUlS5Zw/vx5wDHxadGihS3xadKkSUmEIETxpCVoY2N2zyZ141TcUbVBuypUV2KJVz1y7MGkV8DTLsmppsQBWuKUdOA33A3FWwfHdj9Fx3VjTYLTs8ZF2LcE6bO3Np3dAF+00bZlyEyCnCVAmS5sLXYSFFbVm/PRzrcRAejeMJBRneoB0LNJ1u7Sn45szfieDanu74GXW6XazlMIUQZc9i6zfft2Fi9ezJIlSwgPDwccE5/WrVszfPhwhg0bRqNGjVx1WyFcy2KCn4bAuU1EV+tE1ch/8bA7rSgQTBwW1XGdUWddZEcsYdxuOAnAcMMWl4SnAsqd/8fmA1cZEj3D6f1V4A9zJwbpt2d1v8VfzLreIXB91npBmWLCtdYvt6Jvejz9wTZ8/Pdx5m0Pd3q+cc2AXK+VdWyEEKXFZUlQ586dURTFIfFp164dI0aMYOjQodSvX99VtxKi5ESdgnObAKga+W+O05nT3wuyRUYdXfHG1zibaq8AJF6juVc0apTzqfgnfTsy6foEfld78KPxA8cdxO3rV3Qo2RMggPObtGUAer+tTQcuwpQ3Xw8jrwy4lQ0nrnMxJsXhnFGv8GjnuoWuUwghXM1lU+R1Op0tCXJ3d6d37955LuldGNOmTSv0NTJFXhSJKYXkr7vjFXOC/ZZ61Feu4KdLs52eb+7JQktPPjF+S2Od4+/WZYKoRdYeeIVawLAwdEYsVrPD2kQ2HoFYnz/MxvNJtDz5FVX3fOFw2urmg85u+q+a8Z9c47x7KlzZC0Zv6P0mGPPeGiQ7q1Vlx9lo/rvkIBFxKbSvE8jUka2pGVC4eoQAeV8XrufyJKgkyDpBosRZLRD+L1Spx+UF46l1bX2OJOa6GsCbjZfSu2kISxfNZbbbR7bFD+27mWJ9G+KeeBmDasJI4Vc7LwhtgcZcTD4NPsHwfS+4tAuAKAIw3TaeGgmH4NQ/YE7N7erctX4Y7pte1JCFKDZ5Xxeu5tKRhyWx7mJJJVZCOPhtHBxahFXnTi2r1vKT/VfvhDWUl48PJ/hsGv7NJzI16nVeiHkHJWPQdKaAhLOAFYIaO11TyBXsEyCTqmOm+W6erH4KQ9sH4eBC2D8fDFljeoKGToW4cNi5rOg3jT5d9GuFEKIcclkStH79eldVJYTr3TgH3sFOFz2zWlXijq2nCqCzpuW8FthmbkqaoidUFw1muPPUe9zZ5134JyPxd/OBRn1A0cHhxdotU0x8rD7LbVUSudfzIPqIvQ515ruCcwEZFSsPuW1A6fQ+1L8DprXJOtlhLNzSFxr1hsNLi3EXRVtITgghbiIuS4K6d+/uqqqEcI30ZDj4C6x5A1LjwLcGjF0HfhmbDh78Fda8gVkx4pYei6rkPjZGp1gxq9n+uQTWB4OH1rVkSoG2oyD5BhxZiqroWBx/K+/ovsYYa8Uam1VxZjdbURMgZ2ON/NUEWD4B7v3accZXUhTsnQtH/4Cjy3JfHyhXOujzNqTGg95YxIiFEKJ8Khd7h5UE6Tuu5PbNhz+eyXnctzq0HKnNfPrsVoi/nGc1asYfHWBRFVIDm+Adc1xLpKo2whS+C6NFW8E5We+PZ1hrlHPabs2bLM3ppj+co8441QM/irfPmFnVYVCczFHzCND2PTJ4oPpUhxunc0+2vKpCQB2ocwdcPwanV9ud1EFIM2j/CKx9R1tfyDMQXjha6MHRQriKvK8LV3NZS9CmTZsKVV5RFNzc3PD09CQkJISQkJD8LxIiL6YU2PiRttbP0VzGviRcha1fkOjfBB9F57xMhqsEccPqya06bY0dvaLiHVANYo5pyVP8ZezbRjzNcay+XpU+gIrCMWttuuoO50h2XjaNJUb1YZ77RxgKNNk+J2cJkKoYUDIWQ0wLaMBz0UOZweuOhdy8IV1L2kiO1v5cOwKN+jqWq9YEnt6ibRi7YrJ2LDVW+xlLEiSEuEm4LAnq0aNHsQYxe3h40KFDBwYOHMiYMWMICgpyVWiistgyVftD/uNtfFY+rU37zpBZPrOr6VvrYKam38vXxi+4lYtZF2a08uQq9hwYtFWi7/M9gWI3CUtVYau1GautHTBj4D/pT/G58ZtiT6NPVg1MVUYzsXdTfP75LwBXLf6sSmrIYsMdDDTsxL1WC+g2Gc6sh53fOVZgSYPjyyC4qdYi5F0NHlyknfMNgQH/08YTtRoJXoHFC1YIIcqRElknqMjBZHwa+Pr68vHHH/Pkk08WuS5pNq18LAtHoT+e++wnZ4lROgZMGLRd4DOMSXuRjWprAAbqtvGl21cFjiFVNeKhZGyP0eQeOL9ZG48EvJf+IDOt99jK1iKSrR6TClx3XlSdG0qLoXDgZwASwnrR+cITJKRZee3upjxR7QQkRsI/r0NabNZ1ZPxM9G7Q9b/QsCcEN5Fds0W5JO/rwtVc1hIUFhZWpJYgq9VKUlISN27csCVQ8fHxPP3000RERPDGG2+4KkRxs/r9GTizDiXhap7FMn877ZMhN8y4Zazlo6rws+VONqqtaV8ngN0XYqml5L/qs/1AZVsCBHB8OVRvCVcPAnBXXQN/nI/jutUfFQqVXOV674zXoljTQWcAdz9IT8JXTeSg8gDJrYbg7XY7/Pyi0+tt/2It6bDhPfD0h9D2xY5LCCEqApclQZkbpRZVYmIimzdv5vPPP2f16tWoqsrbb79Njx49ZOaZcGQxw18vaht9pidr69+gDV7Oj30ClH2WlaLAAstduOl1NArxZfeFWGKs3s6qcZBn7u/uC+2fgFP/0PHKXP40LqN32sc8rF9DW13x191xuPW+n2DQNKjVHr7phAJ4n1gCHu551mFByVp9OuZCsWMqDakmCxtOXKdJdV/qBuX/dySEEM4U5HOjVPj4+NC/f39WrVrFe++9Zzv++uuv53GVqJR2fQ+7Z8H147YEqKAc9tGy3wU+IweYYfwMD0s8P++8yEq3l/jI/YdChxdt9casy0g8LmyF8K22OEOUWOookTxoWFfoevOnwj+vQVAjqN5CO1S9JXR7UTuWSXFca9qs2G0RW6NVCcTlek/O28O4n/YwYNpmLt7Ifbd6IYTIS7lJguy9/PLLDBw4EFVV2bJlC1euXCnrkER5cWUfrHZMjAszCs3ipLBKVkJUS3eDz43Tac1J26ywwgpQkrDo7OaNRR6zPTxmqcGbxtmk+dQuUt358vDX1vN57B94Yh08tgqq1oNnd8OEvTB0luOu8T1fx/2O8drjwPrQsFfJxOVihy9r46yS0y2cuZ6YT2khhHCuXCZBAM8995zt8fbt28swElGu7P5Rm81kpzAj0ZLIOb07AS+H5911B1ni/hZmNe+ac0u+9AoYjR5OzzXRRdBOd5oGSfs4ZAkj+zwCi84tz3vmyrMqNB8Gj6zUnrt5QWg77f+ZqjbQBj3bS0+Ezs9q+42N3wneVYt2/1I2pX8Tqvt5MKBFdbo0lJmkQoiiKbdJ0B133GF7fOFCxRinIErAhW2w+HHYO097Xq9bsarzU1JQwWF1Hh81qztFVbX1gPRK5jKJucszRQoIA0POhMu+C66FPhxFcbxLnKloqzKnmkyYa7SFgFxamGLDtTFDngHQ5z1tALVPCFw9BB/VhQXDtfWVKogR7Wuz/ZW7+Pqhdhj15fZtTAhRzpXbdw93d3f8/f0BSE6WPv9Ka+GD2l5cy57V1qrZNQtCmud5SX7dYwqOv/i6bIOjMxmKsX7PjhteWF88DzrnSY3VfqFGu4AD9UlFup+HOR796ldt0/EdpCdrO8r/MV77v86gLZiYeC1rlegr+yDiQJHuLYQQFZVLd5F3tZSUFEBbSFFUUvrMmU06+OdViM99fJhtunghb+FsL67iapa6m+3/u5dOVpPTeBRVa4syqTrM6PCkMPt5ORdjqEag0SvnidQ4LeEBSIjQVtW2HxcEULWRtk2GEEJUIuW2JejkyZOkp6cDUKtWrTKORpSZh5dAx2e0/b7ySICgcMmP/Vic/BKgBGvhk3BfUuls2p5rTIrt/1Y8lVwSIN+aBb5ftD6Y1DF/Od/k1K8G9Pw/bTxQrzchrFNWFG1GaQOmx20GD78C308IIW4G5bYl6JtvvrE9bt9eFm+rtKJOajuhR58s1GWZrTv2G6DaK0zLj7eSln+hItavz+tkQsFnRV51r0uz2g1yL9BtsvYH4NBiOPkXGDyg3aPagOmyYjHDnh/BaoEOj8tO9UKIUlUuk6CFCxcybdo0FEWhefPmNGzYsKxDEmXh+EpY/GiRLs1MQhTArDqO+ymozETKgpZEZbYeFb3rTCH7iCX7uiKqtKdG4jEwFX5cUOPkPdq2GD7V8i+863tQrWBKxjpnILrG/eHe6ZDLjLYStfVzWPeO9jjlBtz5SunHIISotMpVd9jatWu5//77eeihh2xbaLz22mtlHJUoM3vnFLhoXoOhjUVMWjITFKOi2p7nlQDlFcNP1r70VKdzLEBb/dyiKjmmx3t1GAW67G1DBQvegBWSb+Q8cX4LLH8eTq+xHTJ7Zk0p15mStIHnR34r0H0KJDUOTq6CxPy3HHGIOTnadTEIIUQBuKwlqGfPnkW6zmQyce3aNSIiImyzwDIToNGjRzN8+HBXhSgqGl3Bfz1dPK45X+mqHjfFkuP4CWsotyiXbMmSqsJaaxu+MA3kOgH0v/okc4wxdNdr+4mpAIoepdlg/Bt1Ql2d6PhajF65tgw5bAhbrRlUy74GUBLMHw6mZG16/AvHwbsqMW3HE3j8T/SZMaKgBNYr2g8iR1Aq/NAfIo+AVzD4BIFfLRj6PXhWyVm+22RIjtJaprpPcU0MwOyt5zgaEc+T3RrQsJpsBiuEcM5lSdCGDRuKtIFqJvvd53U6Hc8//zwfffSRK0ITFVWTu7VNSEuQs53lC8I+Acqs46pahfdMDzDX/X+2cxeUmrTVnWKn+7NcVINZa21De90J23kF4JZ+WpJw9ZBt1phVhRP6W2j6wFT4a7K2RUj2rjT7J5b0rMeRxyHqBNS9Q0suQEtOMh4H+3raLlZRUMYsh7CORfgp5LTn9CXaRR7RniRf1/5EHoN987VFGQEu7oLo09BsMHgFwpDvHCtJjIQV/9Fe74BPwTekUDFsPnWdN/88CsDhy/GsnNi1mK9KCHGzcumYIDV7+34h1apVi3vuuYfx48fTvHnea8GIm5jFAt90hKhTJVK9Q+Jj9OGouTq3qqe5pgYw1TSEB/TraKU/X+D6FKO31lqjGHjTONfhXF1dJFi12V9hynUe1f2Ts4ITK+Df6dD5WdJ6vY9uzesYFTNNrSfhp/vAWoBFDO+YpP0/8hjM6K6tqt10IDzwszYQuulA8AnWykRlbdyq1OkC9e7IWV8RPfXLCUaZB/OQfi0+VULwiM34O8xcqfriTvihr5aQnfoHhv+Ys5JNn8CxZdrjhGvaOKF63WHVK9qAbo8ArQWp6cAcly7de4kftpyzPY+IS6Hzh2vx8zDydI8G3NtaZpoKIbK4LAn68Ucnb2Z5UBQFg8GAp6cnISEh1K9fn+rVq7sqHFGRHfpFmxVWQhw2UbWm83vgYzSJeoUQJZZJxt/wpGCzwayAzr82xGl7jFUnCqvBzXE5aqvj9HeLqqBXVCw6N/RWu9abG2dh1yzcU69D9abaSs5QsAQI4MK/4F8bUmKythWJOAgNemp/7O2x+7ca69rV2L3c9ExNHM4XluH8c38XGkavB5/qUCdjWn70mazWqdySXPuWn0s74ach0Pd92JE1Y5RfHtaSoeotoMMTENyYw6aavLDIccHHmGQTMckmrpDKC4sO0KVhEEE+7gghBLgwCRozZoyrqhKVXLpbFYy4dpyPRdX29DKrOgyK9iFsMXhyvPl/cd+1z7awc3UlxuG6vBZS1IGWAOndwb8WSvvHsfrURLf0UYfYb+irkmYyU0MXh15RuRbciZB734W/p0D0WfCqAqYUWPGCdkHD3qA7liOBytP+n7Q/d74Gje+Ga4eg99vOy9ZoCRe2aI+Dbin4PQrgh0c6sGj3RTrUDaRh9QCoPtixQLP74NQqLQHq+57zSrpMAq8gWPOmNmNMtWYMGM82uy41Fs5v1v7o3XDvM5fblGPsVRthxoCbQUe6OSsjtVhV7vhwLYNa16JLgyBqV/WibZiTcUpCiEpDUYvbh1VOhYaGAnDp0qUyjkQURtR39xF0ZX2JrOIcjze7ao3irsvfArDH0oBfLHfyofF7dIo2DkchY30hu/uftYZQX3ct78o7PMlM36f538qD/Gj8iC76o6Qqnnh4eEFKNAmqJ76KtgI6dbtC8yHarC1narTW9gA79meet3Q6nqnpIBg5L+9Yv+0KV7WB2TS4C0Ytzbt8WTm3GTb9D2q1hbvegHOb4Of7tYHeTmT+PNZa2vCk5UUWj+tEisnCumPX+H7LeafX/Dy2I50aVIxNY4W8rwvXK5frBInKq+qV9UDxEyBnSZQfSTRJ2m173k5/hja6M7Y1hDL/r6qwydqc7vrDAOywNmFC+gT89am8F7yGurFOVoLe/T2/GLvzvfF/dNFrg3I91BTI2PrFV0nhml9LqnmB0utNbep6biL2Q0qctnbPH+NzLZYZQ0rt7nimRGgLDmaODcrNhX+zEiDQus/Kq3pdtT+Z6nfXEqJcfnaZP4+eun28VHUXbcIGANC5QRBmK8zedj7HNQcuxkgSJEQlJkmQKFfMijtGtfArNGdnRSHSGkCwEotByWrs1Cc4foN0toiiooBJl7Vw4P36jdyv30iK3puEBB/n3XSqldf9/6Rb+mEnJxUI60TIqKVgzNhZ3ugJhxYTFRtLUNrFnJfEnoN/vyYdHW4Og4wcJatutD3zBF8+fDu9by3ALCqvbB/49Xvkf015MngGrHoVjv6eaxFFgbHx08DyKui1t7g3BzXDYrUyb3u4Q9lujQuwuKQQ4qZVrhZLFJXcX1MKlQDl1ZGrV1Rq6GIcEqAExZvL7V4kVTXark1Q3Yl3CyHRGESM1Ys0Vc9ScxfqtutjG32SuUiilzWJNFPOtYFA64rpXCuXAbdBt2iztCzpsPFj2DMHlj4J1w4RlHaRDZZWpKjGnIstRh7JkQCZdO6Y1aw0bK2lFalWPRtPRub+w3CIpZE23gZI13lypOGTBbuuvPAPhRFzoON4CGpMiltVpymiYjXDu9XhzAZt8UYg1eRYslP9QG6tIfulCVGZSRIkyo/9CwpVPHt3l1XNOzHyVZNopz+L+ZWrzL1lGqvNbfjMNJw1fVfj8+oZJoT9zq2mn1gd+AAN9n3oMAxXVSFW9eZF01NEGnJubKoAcfuXYjV45rxx1Am4uAOWvwDr34M/n4OkrNWUq/Z7iZ0PHUNp2DtbjTkZrWnE6KuRruq55NmUL/SP4e9pZFi72rm/cDvp189oixMCbtYUxny/lcuxKQW6tlzp9z48uxPPV86ieyMWXr2qTaO3p5pg3r0wtQWYUohJzpqNN657fX5+shNCiMpNusNE+XD1MKTFFenSzPE/Bdof7OgyfPq+x+jIj1EMl+jNPljzF5f037HtdBJLjG9ya9wFlIwZZArajPcjljCGmd/mFt90gs3OB0lXJQFym9C1/j0w202Jbz4cIg9DvR606HK3dqzefPi2s7aQICr4h0FcZveNonVl+dciOOIAKBCqj2HVywNR3HzQFXBztL/Oq7S2VqOOLpKj1jpEm925npBGrQAnyVtFoSha9+KDi+DbOyA629T7tDh4rzqf1+/Pc7dMpIqPFxN6NiqbWIUQ5Yq0BIny4cJWx+d6d9QCTpK3bxHKbAlSM1qFIq3+joXjwok6uRNSE7OOpURT648RfOIxmzb6s7hn2w5DB7QwhPOh5zx+bH4QRXU8b8n4LmGy3xNe7wF+dq0zEQfg+jGo1wNuHwdn18HZDXBwYVZydGhRRgKUIcmui0unhwl7SI61O5Z4Ff3ObwucAAEEV63CwPR3eTD9FR7Tvc1T3RvRunZAga8v14weMH4n3DrY6Wmfs3/xQ7dkPh3RCm93+f4nhJCWIFEeJEVrKx3bs6QVaZ0gRYF4v1vwi9cWWwwkPkeZY/Mm0UUf57hoomqhz60hcNQuBPToyUp4Bum3oz+Zc+CzHjMXat/LU6c7Mly/CX9PA1tqP8XDzdxov/dluHYEzKmAAn3e1hYP3KFN0+f6cS3Z8Q8FN2/His2pGTdwgyb3QMI1vFIiHMs4248rD50bBPHFo3dyPiqJYe1C8fUwFur6ck+ngxGzIe49mHprjtPqT0NQWt4PjXpDi2GlH58QolyRJEiUveWTsrZJyJDiVQvP9Cgw5z5QOre1hDITIMBhYDRoiyZ21R9xvEAxQL2urG04haiDMfTW7SJMF+2QAAHozUlgdr6ZaVTt/hw/5cc75lGQAByNZ/VpPYfeXIsu+hTsngW1b4MarbQL2o6G/T9Di+FaAgTa2kFpCRAbru2Zdv14RtDpcGQp6I1E1LiLkCtrScYDXdV6eN16X64/n9zc2bgaNC70ZRWLfy1o9SAccBxnpoDW+nZwIbj5QON+uVYxa8s59obHMLxtKM1q+RPsKytNC3GzkcUSRdlbMBJO/l2sKqxqwcYEWQCrqseoWFAVfVbXlmcgF2sPxPPEYgJJKtj4IgAUeGgxau3bWPLPRtbHVePvY9FYrCpBPu7sevWuom0snBoHR//QNhLN3BzV4AGvXcP03V0Yr2Ssd9TjFejxUuHrBzi7Uasz7PaiXV8RXD3MlbmPUSPpRM6E+b5voeVIrfXo3GYt6Ww5Ajz82XgikjE/7rIV1etg5uj29GxSuM1chWvJ+7pwNWkJEmUrJQZSYsmxJUIhZa74HKlWwaQzEkokipM6FeBHcx8eNaxCjxVFZ9T250q5Qe2Tc3LdqyP3FaxVrSVnRjeGxZyje3AnRoyZy7az0QxuU6toCRCAh7/WWhTSHBaNgrhL0HYMJEZijNibVc6/EBuCnt8K6UlwSx9tw9ZVr2jHh8zUPvxvRtWbU/PFnUSd2IbvouHozYmYMLBD145uvz+L8vs4LIoRg5qxR9v69+Glc/x5wLHb0WKFvw5dlSRIiJuMJEGibO1fABe35zjsdEuIfOgUqEo8L6aPZarbtzhLqi7ra/Owug5jxuwvvKpCeqL2Jzu9GxarlYPmMD41j+Ax/V90r+eFvskASIuHAz9DywfAnIoSo+1cHnz9Xy5G3uDl/k0d67qwDYxeULN14V5UrbYw8ZA2w8mziraruqLX9tPSu0PzoQWr59BiWPK49rjna3DdboPaK/tv3iQoQ1DjzvB/l1mwI5zd52/wWuQkdNHaVD5bAgTaXmWn11EvOCxHHb/uuYSvh4F6Qd78vv8K97WuyahOdUvpFQghSoIkQaJsBTehuK1A9tIx4GW3C7zqHQJJ11EyltSrbbmIVbGbFJl4NffKLOnogboeiXxn+gwv0uFGMHR8RluJuOdrGeVMnPFqSf2kgygKtN33KtR7WVuY0MMftk6D1f+nvc6R86DpwMK9KJ0uawC0b4hWx/EVWuJiLODU9mt246CuHoZuk7UZawZ3uG1s4eKpwB68PYwHbw8jak5tiN7ntEzyTyOoOmAv/3fPrey9cIMVh7J+R37Yet72eO+FGPo1r06wr4eTWoQQFYFMkRdlq+FdMPSHHIeLunWYt5LGk4blzPN/mj8tHXlGeZW/qo5xWERRhxVCbyvwXaqYIrUECLSuO0u6YwG9Ef8ez9m6y5rGbYbv79LWrEmNg0uZY0tUuLSbYmvcH+79Cup1K/g1HZ6A2rdDtWZaAlS9BTy7E8ZthsB6xY+pggkaM48Yxd/pOU/VRMs/+xMfG83FG44LSbrps94yVeC7TWdLMkwhRAmTgdGibG3/Bv6eUuTLcxurk6YacFfMJKru+ChOZpjVbKu1hGQOjFb0tscWtPRI511Nm75eoxW0GAGnV2vjdJx1QaUnaQO8rxyA9ARsLVtj12tdV4sfBTdfeGABVKmrbQJ6/bi2ps2KF7RNTXu9BbcOKvLPQhSS1crV95oRYr6Sy++QnhNqbc5aa1BXuYq3ksYkywSOWOrYynRpWJX5T3QsxaArN3lfF64mSZAoWx/V08ZhlCW9W87WHQDPqvDkBgioXbht7f95TRt43KAnPLAQ9NnW4rm0G77vBahQo7W2azxAQBhMOlS01yCKLOb3KQTs/6ZA7YImFGab+/OB5SH8PIx8/XA7OjcIKvEYhUbe14WrSXeYKFNX1ZxdEtZ80vJENed6LaoKJtXxY8yKDqtHYP5BOEuAAFKiYdfMfBOgmKR0hn6zjdveW8PaY9egz7vw+g14eEnOBAgg7iKZLUWW5BtYdW7a8WrN8o9VuFyVfq+gZLwV5veV0IjKWMNKvtR/zu1p/3IlNrUUIhRClBRJgkSZSbh8jKiknLuy6xRIsTomDypw2lqDS9aquGPKcY2igDHbwog6rOhSb4B3NS62fp549+qFD9I372uS0syM/O5f9lyIITIhjWlrT2UFBHBgIfzQT5t6bcoYX9L4bqimzR5LiYvksZSJLAx7C4b/WPj4RPF5+MHQmagNeqEWsMHvbsMuZrhNRf33K6z5Ze1CiHJLkiBRNsxpeC0aSXN9uNPTnjrHREcB6ugiCdVFZ01vz6CqWa1HZjXnr7QlMZJe21sxqdoPMGEv1Lkjz9CirT7MMvXlpGcrsOZM0uytPBTByWtZ0+vbhNltYxFxEH57CsL/hY0fwTddtBWwlz5h2ybEh1SCdXG8H9604DO9isKcBus/gNVvaKtSC0cthqGMWoLutieB/FuEMjW4tpq9M8fBkT/y/V0RQpQ/kgSJsrH9a/RxF3I9bb8RaiYjzj9kMneQ/9ujPz83/SrHxqt6BSbpFxN/ejtR7qHQ7UUnlejAwx9L8K3MbDidO3yvckvKAW1q+9FlOctnuCXEF0PG8tJ3NAzijYG3kpKeEWf8ZcfCN85o6/Mc/cPhcAMuE59q5lJMsmP5iAPwdWf4oT8k5DGVvyC2ToONH8LWz2HtO8Wr62Y24H+oLe8v8BCwtvrTtI9YCL+OJvKT29izfUOJhieEcC1JgkTZUPT5l8H5DvG56dk4mFH3PwRhOWfrPG1czi9ub1P1uzbabu3Zh8GqVkiNQ1+7PVNG30fj6n52QeT+z6RV7QD+eLYL3zzUlh8eac/IGf/S9PW/6fnJBtSGveHW+7RFDQEa9YWQW7XNUO200Z9Br0BKuoVUk12it/FjiDwC4dtg1/d5v/jsTClwZj0kXs94fXb1qtJikRfFbqC+RS14q1C15NO0+etetm5aXUKRCSFcTRZLFGWj49PapqBXnC9Y5+ybeF7fzq2AW0okvFcdJWPsTfbp83oFrXVm/092leq12WHmjPE6F/7V/n/f17D1C6jaEJo6Ji3ZNavpTzP3aNJn38O4y0mc4ynORsGfh68xaMQcrZApFYwZi+qN/Aku7+ba7DH4mKL4wdwfiwr9v9iMp1HPnMdvo21YFcdd5Qu5WzzzBmvdcD7V4Zl/octELTEyp0GPoi9JUCn0flv7WXkHs7bBK8z8czMfmD+ige5qvi1EOgXqrn2SmOSnqNJhBFStXzoxCyGKRFqCRNnQG0lwq+ZwKK8v3Pl9G99jbKdtwmrKWtwuwS04/3Wo9caMBEjR/tzxPIcvx7Ei3Eh63//xg7kfDV9ZSbt3VnM1LiX3euYMxO3SNnrqD/CVcRoADYJ8ss4b7VYVVhQI7cAHDefTLO1HaipR/G58jed1P5OSlsqfB65o5dLtdqxPjMzvlWSxWuHijozrrkLMOW28Ue+3oP+H4BlQ8Loqo2pN4ZHlMPxH+rRtxNTn7mdi0Pd8rB9LjFuNXDpls9RSblBl+wfwZRs4uKhUQhZCFI20BImycXotvudXORxy9iU7RTUSbg2msf5KjnMmDCiqFR1WGqcfdaygXg/8qjWBHd9mHWvYC26chaq3wKmMXevNmVOcVRgxj/2+3Rg6fSsWq8p9rWuy5lgkZqtKdFI693y5hVSTlTubBDN1RGsMdqsHZ9UDNf0MzB7UgWa1nK9IDHAsIp4/D1yhu+4AbxjnAdCasyTiTYJ5PElpZrwb3AnHl4POULjVoXU66PGyNg7IvxZsmQrdX9JWiRaFFlrFixUTuwJdgU/AlIr6ZTuU+PzXqrEuHYsusAGEtivxOIUQhSctQaL0RR6Djf8r0G5hnoqJW3Q5E6A0VcHSsA8GxYpOAT8lBatvKHgGaqswP/AzdHpW+1bvEQBNB2lbZTy5AUIcNze1xbH4MS6fO4ElY6rZ8asJVPfPasGJSkwnMc3MnwciWLjromNADy6CardCaAdqP/UrPRprrVwp6Rb2XLhBYprZ7vUfJ/LSWSwqKNl+Ch6k8dOOcPpM3aRtdfH0v/Dsbm17kcLo/iIM/V5blfrYn/Db04W7XuTO6IHy8BJUJf+1hXTA0WOyAKYQ5ZW0BInS99s4iNifo+XH2c7xFjVjLE827orK0fAr3Gp3TEnI+GZ+9DcsfrXQn9ugzcZqMQwO/gLHlmkzpLJ9atmqt5ro2dCXXk11nL2exJT+TehQJ5AP/jqGu1HPD1vP2S7NnBFmE9pOG3tjH7tVZfiMbRy+HE/Daj6seO4O3OfeA+Hb6IbCi/Xf539nW/KxaQSPGf7Cj2S66g4ylaG0jF+P9bMJ6Gq2hqGzHO917QjMvkeb6t7uEej4NJaIQ+hv6e04jsh+ALS7D8KFEq6gqNpSDQmKN95qktPfU1UF1T+0lIMTQhSUJEGi9KXEOD3srDtMn212mP3A1KZp+x0usr/+3P5NNEw9rD05sdKuEsc1hjLdUH1Y5PcI42reyvdjHM+9O1jrRkozWfhpRzgKcOhyHPeZLHgYc85yu56Qho+7ngvRyRy+HA/A6chErkfHEBq+LSNWlXGG5TzhuZtrVj+qkIheUWmrnGasfjmTjUvQxadD/CV++PEbugx6gsbVfbUbbP82a6uRXTNJ2TUHT9K5UqUDNSeu0Y5v+Ag2vK9t/dFyOHSZ5PR1iyKq21Wb5XdxB253vMTy/WcYePUbsufGigLNEncCvcokTCFE3iQJEqXLYobY3NcHykv2mTm5zdRRVWiYetDWsmRNS+Q3tTuD2JxjoUWLqqBXVBZaevLx9c60OB1Fl4bO94LKXBRRBebvCMfP08gjnptJ3TSN/W7taPfk18zZdp6Zm89h0CmYrSrVfN25kZTO3S1rUKtaVc4aGlDffAaLCvE3rlJFTaO2ch0LOjI75sY21+N+Imsrj76XpuE+4wsY8im0GMpxt1tpYosfPBWtbMCNA2xZPoc7+o6E/fO1AinRENoB/GoU8KcsCkRvhPu1n7EH0KutmRd/6c8T5/9DY6u2argC2uzDfGYXCiHKjiRBonTpDagoOcbCZGdVyfGtGuC4NRRvkvEmjUBd1uypzITHvrUo83IdKudNQRjdHBOg054tGR/3AFVIYrtV61gz6nWoqoqiKMSnmli06yLzd4TTpWFVHry9NrvO37BFnppmour2KRgwUyclnO/+uZclJ7VuJ3PGuKLIhDSOvNUXb3ftn9pnNT9j7LmJtNSdp0riGQBM6LMWglT0VDthN4UfqKW7ASqoSx7jmlcj5uy9wQeZP86MF2lWFbyUdO7Y/Ryc+xLbSCe/WljDOrN490UanfiW1tF/o7QcAT1eyvPnLwrH293AJ6O7A7u15RCu7IOkKG0sl5tXWYcnhMiFJEGidP0+PtcEyD6BcZYAATTRXSJW9cadrNlYpy3VaajXVlR2Nq4IYJhhE4mqBz5K1nVHE73po+zhgqoNYg7ydmPm5rM8MDOSAS2qs+5YJEkZqz+fi0piSNtQdr/Wi6mrT2JRYVLvJsSfDCMw6SwJqifVa9alVbKJ9Seu2+6hU2Dd8WsoikLf6klMuzoKnT7eITaDaskKOo+FDBXANGcwd1rDMOsVDHZ7pdk/JvpUxs9CQRmznNmH0vh6+b/s9vhKO7/hfWh5PwTWyfVeohiMHlCnU1lHIYQoAEmCROlJvuG4UGE2Z63VqZ9tQTr7xMiCgh6VACXJYWxzElkzuHJLnkKUGDwUs8OxDspxBhm1wcyfqDMwWFR2nmrEeuur/HkgwqGsj7uBWgGeVPVxt40RAuCZ1RzbuIiUkHYMateGHRfW8ZHhO2op17GgsNjSg1d/TuRxw9+E+52hQbpjAgT5blJvY1EVauuiqK2LAiBd1aPHQqQaQA1dbI7yyaobP6w/g87NnQQ8HVvXok9KEiSEqPQUVS3oovAVS2ioNiPj0qX81/IQpcRigv81hNRY2yEVUP3rYDabWRL8NLed/YoGOuf7ZFn1HugsqTmOx6ueHLOGcbv+RFa9dsmTVYUEPPC3awW6pAYRqkQ5vc9xa03+G/g152PTSU4z82DHOjzauS71g3OZYWUxaRukJkdz8eo1al9a4RCHSu7JWWHEWT3x1+VcsNH+tdo/nme6iyGGrXgpaSwImUzbuDU0Td0HXlXhme3gUy1HXUKUZ/K+LlxNWoJE6UlLcD49veFduA2cygPT2kIuCZCqgs6SartcUbI+8P2UFGZY7iFJ9aCn4YDtGrPBC705GZ0C/qSSphp41/Qw5sAGpClefBQ/GaOS8ztAE90VFne7gi58B+YqDfHsfrfjaziwUNtOo8GdAJz/exp1d/0PgBB/x20SFMV591xess+Cy+SvS3F4/fb3sL/OosK/1luJwxvvjMTvfu+9bO0xn2PHt9KjaQ0CCx2VEELcfCQJEqXn3+mQFpfjsHJ5Nyx+XNtlPUOK1YinzpSzbLYPf1WFdAxUJZ53zKPooT+ATgGzomCwpDl81Bsxs8LakRtR2uaoEbpX6KgcZb+1HoOqRjA4aZFtTI77xg8g7iJGgMCacEtfcPeFqS0gNWOK/5jlxNfoyJwdl3gjY9lRJS4cMwYOWOvRTnfKdu8bVh/8lET05N/9ldf5gpzTK/CZeQTJePCQug4fUtjq3ZtH5+7nKd1ahhxYCG4+8Njfsoq0EKJSkxWjRenxq+n0sMlkgsOLAa3r6HL13sy19HYo46zP1qwqKAq4K2Y+MH6Pp5LGdQJIVw3c8KiPYjfI2IrWJTXe8Lvt2L/WZhxQG/Ct25f0S/oDOjyunTB6gYfdlhe/Pw0f14P5I7ISIODa4v/g9XVb6quX+NB0Pwet9TBixoCZVs2a84Xff5lp7s+EtGdQFQWDkve0/gIdy+V4dvfr13Kffiv/MY2jddp3vHqqMaoKvfR7tQLpiaSeXI/Z4nzdJCGEqAwkCRKlp/ZtJOlz7qf11bVmtscKkJCUyFjDSocPe11Gq0+M6sUpa3WiVD82WFvZzpvRM0C3gxAlFjfFjJLiON4n8xf9Ef0qfja+S0fdUe43rOdt/xW4KyY81WRtj65n98DEA9DErgvMkq6N+zmVtdeZqkJQ4gkM8eGM0v/DPvcOfGkejAk9qqLD0HQAiY0G8b35bprqL1JVScjxujNfn1nNatWyl/2Yts1GwQZSD9VvYZzhT743fkIH5Ti1q3gyoWdDdgcPxqoYiFSq0usvP3p8soHIhJzjrIQQojKQ7jBROq4cgO+64e3k1ET9YtvjFNWNyCQLTZx80CsKfGUazCzL3TRQLuNOOiesYbTTnSBQSaST8RSqokdRLZyzVqeaPmfXm15R6aQ/SnvdCYyKBVIyppIb3KHxAAhqCIDVP8yWOGVfs0hVYbG5G630Z7hFuQyegcztlIxx3eckG/xJHT4b3wadeHhld171OMYha12nP5LMZMagOD7PTUFmMGSOC9JllNYp8JrxJz66qNC3fijNn/kvj8/uxrpTMajoICaFef9e4D99GhegdiGEuLlIEiRKx4oXcj1ln2CcUmtxJd0DVe88KeigO8lFtRrfGD9Hr6i8ZBpLW05zi+4ycNmWKdjPFLNPYjKTBKOS1VUWbahG0AvbwSswK6Y2D/Hx30fQJV1nl74lC5X/s40vetXyBD9betK5msLnt8UQ3OQOEmY/RBBWfMwxLF23hiH+QdRJPQZAC915LBkxFGQ4sv1aR/Y/A0MBLlacJFQNdRF8p3yMshVI3kmg35OoZCWIX647Rdf0TdxWvxrcem8BIhRCiJuDdIeJ0hFzPt8iqaqBFso57jdsyrVVpCqxPKVfjj5jVtc9un+pq0TkKJeuavl9kurOe6aHmGHSurcUBdJUAxHWKrayat1uDglQZsHHBvXiaZ8NzAmaj9JkoHa8WjMmTnyFTS/eyfyJAwju9BBUqcO5atreUHGqFzpzKpz4i3PGhrbq9IWYJWZWYaGpB4mquxZftiYgFVgdNIZN5ludjg8yqTn/Wdt+npd28/a9zdFnZIVBxLDHbRy37Z4Mi0bDjhkFjFIIISo+WSdIlI43c44FypTbFhl5saoQiw8+JOOWbT+wG6o3z6ZP5L/GX2ij02acxanu+CtptjKP+s/iy7CN+Pj6Q/cpzndZnz8cTv2jPe7xMrR/DDwDQZ+zATXdbOXHlRsJjNzB8EvaphamJoNQTq7CYE3LUT43qqotCmlQVMKtwQR4u+GXcjlHuXvT3uQXt/fwUHLOoEtUjfg4OQ4Q1WAIb+onsPt8DFfjU5nn9gFddYds5y0BddFP3F/wFRyFKEXyvi5cTbrDRMmLOpXn6aIsJKhT4C9TBx4yrs9xLl715pQaii9ZCwvaJ0CJig/fPDMQD/dhed+k9m1aEqToILR9nosLuhl0PDXoTth1BjLen41x4ZAtAcptDaDMbyKKAoaMZ7V111Hs1kbM3OzVosJFtRoGnG+xYczluKrC6KPtuaYe5z+GRSQYvPDw9sfux4Q+9jyE/wt1Ouf6WoUQ4mYhSZAoeV7Od2UvCvsk4gHDelsrUppqwD1jW4y6ukj+dR/PKTWUBNUDL9I4r4bYVqL2adwD3N2d3yD+Chz9A8I6Qrf/Qp0u4BEAIbcWLMA2oyDyuFbPHc/DrF4Op3NrYMl+OB0jRrTWnMwxQpldgHoFZhinYlCsTlvRVHRYVNVW3v7etyiXeN7wK731+wCYE98bd11dGimXbesyqZs/RZEkSAhRCUgSJEpeAcYDFZR9EmH/4X9d9WOV5Tbu1W8hSEnEoKg0VS6yw9qEkemvM6FbbbpfmkGLQDPufd7M/QZzBmkbkBo8tK0lCpsMGNzh7k+ynt/1Fqx9w6GI/cBnZy1DVhXMih63jCTIWd7UQa+1rjlrRcvcI82iGNGrjt1iHxpn4G7XUjTSsAEPxeQwtkjx1MZHnYtKooqXkQAvN+evVQghKjhJgkTJ++0pl1eZPXkI1d2gg3qcWeYBvGRcZDueqrrxVLf6/GdAU2B6/pXGZ4y/MafCtNZQozU8slxbLboo7pgIpiSsZ9bB5d3aOj92p521DOkU8KL4a/foWwzl4tmj1E48aDvmoTh2lWWOKbLfZy3p0hE83wpibvr9LHUbxG/PdM593zQhhKjAZHaYKHmm5DxPF2VkvrPkoaX+PIFKIt+b+xNp9WezpTkvWp7m5QFNC17pfV9D6G1g8NSOReyHC9uKEKFdnT1f5UpkFDpytuqooC3SWBIOLuRinIktlpxdefY/8+yLUvrGHMGgmnjG8AdxKSaeXbCXm3T+hBCikpMkSJS89o/ledqV85CaKed51zyKO/mOUaZXaNO0kIsANhsMT6zW/g/gE6K1BhXTAXNdp8cVAKu52PWD82Sys/4Yd+iP8qf5diLc6jjeF20s1Rem+xzryagokAS2uY3nq+ixXD+zzyUxCiFEeSLdYaLkdX2BqC2zCEpz3bTW7AOCLapCCka+Ng+ic4OqfDK8JbHJZhpXL2I31n1fQ8enIaA2eFbJv3w+zPd+zY9/vs5oyxL0RWr7cmQ/riiTQu6zz/rpd2BMz3ncDTNuOpPTAdZ6RaWmou2VZj0yGxq2LXbcQghRnkhLkCgdD/5SrI/+7L0xOgViVU8eSnuZ3daG6BUVHyWdZ1opLBjbkZoBXtxa08+2KGChKQrUaOmSBAjg3ta1ePT/ZqFv1KfYdZnV3Luzcpt9ZszleLTqyzOGFQ4JkLM6vj8fxPHf/wffdIFN/yt0zEIIUR5JEiRKRdCeaVpLRRGvt/9gzvzQD1BSmGJcyDlrDds5XVBDyrVWDxTr8ivWAC6q1Rx/joXI86zZ/gIWW7qS+v/t3Xl4lNWhx/HvO0v2jX2LEgRChCiUCIqogAjWqmDYqy1Vays8VsWFai1or6VV6tLi7bW96K0LCgooW2lFgQIGGhcQRKAgIkQwQNiXECaZ971/jBkmZJtJZjKTzO/zPHl8513OOemj01/OOe85VvUdwqZlML10NH8uzCLzs9/BgS9g5TQ49k1A7RYRiUQKQdIwCv4NVP3/1/vMir0tx8wEzljOKreEADhmnBviusT2NdPLxvGQawK/TPw9OYNGBKvFoVHP9Xfa247RyXYQu8+5QMKlb49PqWUwwfkP7yv1Vd9v8ZDjHWJwsZ80wLMi98Kli+GDJ+DQzkB/BRGRiKEQJA1jwKOeRQcvvJKSqx7hKMmYFrxedh3Xuv7IISsFALcFabZi4o3SSsMyxZadfWYL0qyT3nNfmW05YjSj03V38YfJ9+C0R/i/0oktobXP21rOBGiR6XeIqS4Y1tQZ9I3ZvMrzTsO/Wk1slBDLPtOz6GUzTjP8y8dg7Z/g5cF+lSEiEom0d5iExd7DJ1n/VSFd0tsw9n/zSTp7gCttWyiwWjMr5mniDRellg3nd6sizygbST/7Nq6wba1QzrTS20gcOIkHhmSG6TepA9dpWP8qbPs7FOQDZm1PeFU38fn86773nbTiSDY86w6dsuKINUorba1RXblnLAfTSn/MB2YOH8X+otI9FuB67CCxMdWswC0SRPpel2CL8D+bpalKb5HM8L6Z9GifyrOjL6VZu07Ye/+QjcbF3OT6Hfe6fsG3lqfnwWbAxX2vY4fZwft8vjuLqa7bWdV8bOMKQKbpmVj8n6UBByCofV/T8uvl/yy1DG8AsixIMkoqBSCXZa9U7iEziZvP/pYl7iv5Xcwr5MXeV/WeZxY8+t+zAvodREQihV6Rl7D7fnY7vp/tmdyc2yud2R+3pUPa1djTh2BufhFbh95kZQ/n/o+S+dSViSu+FQ9PvIsrD57i11nVb2oakXa8B3l/rPU2CzhuSyPNPFbzfbX0DPn+lVPdfTGG+7vd68Hx3T3rrGyusG1jtH3Nd/eYVdZlM+D5Ew/x2T8dfO+G22tsq4hIpNFwmDQaGwqOsmHPUYb1ak/r5LhwN6duCvLhb9d7jm2Oei2UWFsAKr8Hqtm5/rtX7ataRWC9uwvtjCO0tx3xq95F1jVYt/yVazJb0TxRe41JaOh7XYJNIUikof3nH3BgCzTLgAU/ByuwIbHzVbVwor/KrHO9P75My1OmPyHLMKDYimFm2Y3MtI3l0ylDSIhVJ7MEn77XJdg0J0ikoWX9AAZMhr2fnAtAzsQ6FxdoAPL9s8dhVP3GmT9rTPr2CCUYLiY5F5BZtoNnP9geYItERMJDIUgkXFp0Pndcerra2wLtqj1LLIcyx1b/Or1R8+fazld3vcwyOEYinxcc96+hIiJhphAkEi69fwLtetZ6W6A9PXbO0vKbD2oNMeVOE0u+O4t17u48yQQWlPX3rtsUCIdhMcq2mm+OFQf8rIhIOCgEiYSLMw7ufL/W2wKdtecAOFNxQnNNZSRylgzjANusjlxctoVcx1paGif43MwIuO7+9i0cOHGWklJ37TeLiISZZi+KhJOj5kUGLWoflvLH+XuvnV9mW9tRfmr7J3vNFj732TAC+DPJsuCV0qGM7N2BOKe99gdERMJMIUgknAwDbE4wSyuej0kC16mQVVnd6/XptsPsMDuw1sxml9mWS227Ktxf1YrUZdhx4MYwIDf9JIPG9ApJu0VEgk3DYSLh1n9S5XOGDRyJFeYD1XctC7flCS9uq3LPkK98szvFppPfOF/HMKDAp3fo/BWpAUqMeO/xoAHX1rOVIiINR+sEiUSCs6fgqXRqijr+LI5YX+7v1gey1TJ85usLsyOH+/6SAdmdIKN/aBsoUU3f6xJs6gkSiQSxSdB5UIVT58chK8QBCMBuVF4jqKYAdNqK4fHSO/jYeZkCkIg0OgpBIpFi1N8qJA7vkT0GOg/GcFTcKiQS+nCPWUnEdrqCO/t3CndTREQCphAkEinssVUnG7cLdq3CSL3AeypYb43VV4zhZs7P+9Eiqea33EREIpFCkEikiEmA5HZVX7PccPhL78e65B/ffOW2qj4fSO+SZcGHrW6tQ0tERCKDQpBIJEls3SDV2H1SlFHNcU1KcfBC6sNc9sPHg9swEZEGpHWCRCJFyXHYvylkxddl+Ky6N8OchsX9D06tf6NERMJIPUEikSI2BTKuaZCq/B32qrRJqi0Wy7DBVZOC3iYRkYamniCRSGEY8OMFcHQ3LPsVfFn7vmKBqM86Q6YFJzJHkDbqBc9q1pEwK1tEpJ7UEyQSSewOaNkFOl4Z9KL9mftjVjFJusyy8ZeL/oe0216B2GQFIBFpMhSCRCJRtx9AXLMGrdKFnS2cW+9necpwzMsncuautdzzkx81aFtERBqChsNEIlGrbvDwdvhqJcwZV+1t1Q1xHTVjaGZzBVRlDG72tLsRx7eLOWRvRc/xz2Jr1ZrkQNsuItJIKASJRCpHLKT3rfbyWdNOrM1d6byJjWSj5gBUYtmJMzzPHk3I4NSp06y3uvJt5o/IzH2UnqlxpMQ569d+EZEIpxAkEsnsTnAmQunpSpeqCkAANsxK+3+drzwAASxvdQeTj3QF4NbjZWS2Ud+PiEQHzQkSiWRxKTB+ETiTQlbFkB5tGNitFddktuIXg7qErB4RkUijniCRSHdBH0hpD4d31LsoC58tN+KbQ69bSbtsDK/2tde7bBGRxkYhSKQxyP0LvDzYr1srBJ3zGKNfh9MH4fheuPJeSGwZtCaKiDQ2CkEijUH6ZXDfRnh/ChzeCUX/qfbW6gKQK7YlMVk3etYiEhERhSCRRqN5Jxj3pue4aDu8OQaO7a79ubg0GPgrYq6YEMrWiYg0OpoYLdIYteoGd/wDHHFUtw1YqQV3xz8Hj+wGBSARkUrUEyTSWCW2BNNdafjLAvYldGdu3Gh+NmyEtrkQEamGQpBIY2VzeoLQyUJwJmJ9bzzG1//CuOxO0i+/mwfD3T4RkQinECTSWNlsniGxbUug0wCM9r3C3SIRkUZFIUikMWt+EfS/P9ytEBFplDQxWkRERKKSQpCIiIhEJYUgERERiUoKQSIiTYRpVrdqlIhURROjRUSagPvnbGDRpkLinXY+eOBq0psnhrtJIhFPPUEiIo3c2TI3izYVAnCm1M3g59eEuUUijYNCkIhIIxfrsFf4fLbMpKTUHabWiDQeCkEiIk1A346p3x1ZOCkj78siytwmZ1wKQyLV0ZwgEZEmYM6YDiyY8QzXGp+SzBmWfPQY/Rf24tApF38YeSkjc9LD3USRiKOeIBGRxqJoO7w8BJ7Lgg+fr3DJ/s4djLKtorlxCqfhZtD+/+PAibO4TZM5Hxew8LN9DHjmXzzw9kbK3CYArjIzHL+FSMRQT5CISCQqLYH3HoUT38KV90J8M5iVC6cPeq6v+C/IuR0K8mHjbNi/pcLjaWe/ZVvseByYrE+6l1eWNMMoTsI6+hUrOsfyzJqD7Co6xZQbu3PnVZ08D+3/wlPP6SJomQkxCQ37O4s0MMOyrCa5sER6uqfrd+/evWFuiYhIHXzyMix9CAALMHz+CYDNiXvAo9j+9dtz56rhfd4Cw4BTMa3IPvEnwKBjiwRWTx4Ey34N//4zGHaw3JTGpGHrMgj7DdMhuU1IfsVA6Xtdgk0hSEQkEm1dBHPH13hLhVAUoIVl/XBjp3diEZ04gHX2BAaVh8csoLjjYBJvfgZadq5jbcGh73UJNoUgEZFI9derYP/mcLcC8PQilRkOjHY9ceT8GLr9oMF7iPS9LsGmidEiIpHq1nkcbDMAdwT8qWoY4KQMR+F6+Pskzv6xF+9+/BVN9O9oiRIKQSIikSqlHa0nLuYR+yNEWtaINYvJW/Aib35UEO6miNSZQpCISIRr3SeXYmLD3YxK7nEu5uDJs+FuhkidKQSJiEQ4GyYxlIa8nkB7mw4nduOn5a/XizRCCkEiIhFuRM6FuIyYcDfDy7Sg0GhF38mLSI13hrs5InWmECQiEuEuap1M4oQVnOl8A6GcGmQY53qDzlgOzPMqKzbimR07lhEtFlF27+dgs1cuRKQR0SvyIiKNSd6fsFY8CZa7whpB5Qshnn9cHz9zPcDIC4v5/mU94OAXcNlPoXVW/QuuI32vS7ApBImINDamyftvPMO1X/0eO5UDj2kZ2Iy6f7WfsSURf8WdlAz6DXHOyOnt0fe6BJuGw0REGhubjWtvm8yCof9ma4dRVdzgfwCyALcF29wX8L47h1+W3s3qEeth6G8jKgCJhIJ6gkREGruNczB352F9Ph+bWYrLcBJrlXi31ThuxpNqO1PhEQswLh5O3oV3M3VtKVltk3lwSCaxDjsXtojMjVP1vS7BphAkItJUuIrBLIMjX8G2JdChL0eSuzJlxUGG7ZjCVfYvcKdcQNzAB4ntcRPEpYS7xQHR97oEm0KQiEgUOHCihFiHjbSEyHnVPlD6Xpdgc4S7ASIiEnptUuLC3QSRiKOJ0SIiIhKVFIJEREQkKikEiYiISFRSCBIREZGopBAkIiIiUUkhSERERKKSQpCIiIhEJYUgERERiUoKQSIiIhKVFIJEREQkKikEiYiISFRSCBIREZGo1GR3kY+JicHtdtOuXbtwN0VERIKgsLAQu92Oy+UKd1OkiWiyu8g7nc5wN0FERILIbrfru12Cqsn2BImIiIjURHOCREREJCopBImIiEhUUggSERGRqKQQJCIiIlFJIUhERESikkKQiIiIRCWFIBEREYlKCkEiIiISlRSCJGq9+uqrGIaBYRgMHDgwoGczMjK8z65atcp7ftWqVd7z5T/r1q0LqOzFixdXKmP37t1+PetyuWjZsqX3uezsbL/rrart1f2kpqaSk5PD1KlTOXjwYEC/n4hIpFAIEgmx+fPnh/R+X0uXLuXw4cPez1u2bGHTpk11Lq86J06cYMOGDUybNo2srCyWLVsW0PNTpkypU/gUEQmmJrt3mEikeOedd3j++ef9utflcrFkyZI61zVr1qxK52bPnk3Pnj0DKqdr1648+OCDVV47duwYu3btYuHChRQVFXH06FFyc3NZt24dvXr1qrVsy7LqFfRERIJFIUgkRGJiYnC5XBQUFPDRRx9x+eWX1/rM8uXLOXbsWIXn/XXkyBGWLl0KeIbryofQ3nrrLZ5++mkMw/C7rPbt2zNhwoQa73nuuecYPXo0y5Yt48yZMzz88MMsX7681rJfeukltm/f7ndbRERCRcNhIiEyZMgQ7/G8efP8eqa8hyQhIYH+/fsHVN/bb7/tDU2TJ0/m0ksvBaCgoIC8vLyAyvJHcnIys2bNIiYmBoCVK1dWOz+ouLiY1atXc/fddzNx4sSgt0VEpC4UgkRCJCMjg5ycHMAzJFabsrIyFi1aBMANN9xAQkJCQPW9/vrrADgcDsaMGcOYMWO812bPnh1QWf5q1aoV/fr1AzzDXJ999lmF6+vXrycjI4OUlBQGDhzIzJkzMU0zJG0REQmUQpBICI0ePRqA3bt388knn9R478qVKzly5AgAo0aNCqienTt3kp+fD8D1119Py5YtK4Sg+fPnU1ZWFlCZ/mrfvr332HdSNsDJkyfZs2cPbrc7JHWLiNSHQpBICPmGmdomA5dfj4uL46abbgqonvJeIIDbbrsN8ExuLp+ofOjQoYDf4PLX6dOnvceJiYkVrnXv3p05c+ZU+HnhhRdC0g4RkUApBImEUOfOnb1BpKYQ5Ha7WbhwIQBDhw4lKSnJ7zosy+KNN94AICkpieHDh3uvhXpIzDRN1q9f7/3co0ePCtdbt27NuHHjKvzcfPPNQW+HiEhdKASJhFj5kNiuXbvYsGFDlfesWbOGoqIiIPChsLy8PL7++msAcnNzK8wl8g1BixYtori4OKCya/Piiy+yb98+wBOAunTpEtTyRURCSSFIJMR8Q011b4mV9xLFxMQwbNiwgMqvaiisXOfOnenduzfgGbYqn3hdHwcOHGDNmjWMHTuW++67z3v+8ccfr3fZIiINSSFIJMQyMzO55JJLgKqHxEzTZMGCBQAMHjyY1NRUv8suKSnxBqs2bdpw3XXXVbqnLkNiq1evrnbLjLZt2zJgwADmzp2LZVkA3HXXXRXqERFpDBSCJGoFsnhgfcsp7w3auXMnGzdurHBt7dq1FBYWVrjPX4sXL+b48eMAjB07FrvdXuke33CybNmySm9w1Ufz5s159tlnmTlzZtDKFBFpKFoxWqKWwxGcf/3LFwusyejRo3niiScAT2+Q7/YS5b1DDoeDW265JaC6fbfJ2L9/P1OmTKnyvtTUVI4fP05paSnz5s2rdTXomrbNMAyDlJQUMjIy6NOnT9D+dxQRaWj69pKoFR8f7z0uLS0N6FnfBf98y6nOxRdfTPfu3dm6dSvz589n2rRpgOfNrnfffReAgQMH0rx5c7/bUFRUxHvvvef9PHfuXL+emz17dq0hyJ9tM0REGjsNh0nUatOmjff4wIEDAT3ruzaObzk1KR/q2r59O5s3bwYgPz+fvXv3Vrjur9mzZ9dpAcS8vDy++eabgJ8TEWlqFIIkal100UXe48LCQr+3czh58qR3Zee4uDjatm3r13Plr8rDubfEyofCbDYbubm5fpVTzncobPPmzViWVeNPeciyLIs5c+YEVJeISFOkECRRq127dnTo0AHwbPC5YsUKv5778MMPvcd9+vTxe4J1dnY23bp1A86Fn/I9xa6++mpat27td9u3bt3qXaSwR48eZGdn1/rMyJEjvceh2ktMRKQxUQiSqOa7PcVLL73k1zMzZsyo8nl/lPfGbNu2jddee409e/ZUOO8v316gcePG+fXMjTfeSGxsLACbNm1i27ZtAdUpItLUKARJVLvnnnuw2Tz/GcybN6/WYaKnnnqK999/H4Dk5GRuv/32gOrzHRJ74IEHAM/bViNGjPC7DNM0efPNN72f/Q1BycnJDB061PvZtwwRkWikECRR7ZJLLvGGEfCsuDxp0iS2b9/uXQiwpKSE5cuXM3z4cB577DHvvdOnTw9oCAugZ8+edO3aFYCjR48C0K9fvwo7sddm1apV3onNOTk5AW1V4TskpnlBIhLtFIIk6k2fPp3x48cDnknDM2bMICsri7i4ONLS0oiPj2fIkCEsXrzY+8zUqVOZOHFinerzDSIQ+FCY7zYZ/vYClRs2bBhOpxPw7GWWn58f0PMiIk2JQpBEPbvdzmuvvcZbb71VYYKxy+XyrsZcrn///qxYsYInn3yyzvX5DolB5VBUk+LiYu9kasMwGDt2bEB1N2vWjEGDBnk/a4K0iEQzwyrv8xcRAHbs2MGnn37Kvn37KCkpISEhgY4dO3LFFVeQnp4e7uaJiEiQKASJiIhIVNJwmIiIiEQlhSARERGJSgpBIiIiEpUUgkRERCQqKQSJiIhIVFIIEhERkaikECQiIiJRSSFIREREopJCkIiIiEQlhSARERGJSgpBIiIiEpUUgkRERCQqKQSJiIhIVFIIEhERkaikECQiIiJRSSFIREREopJCkIiIiEQlhSARERGJSgpBIiIiEpUUgkRERCQq/T9eZkNelzpilAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 288
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['batch'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The integrated data is stored as `adata.h5ad` in the output directory assigned by `outdir` parameter in [SCALE](https://scalex.readthedocs.io/en/latest/api/scalex.SCALEX.html#scalex.SCALEX) function. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
